In [6]:
genre_df.sum().sort_values(ascending=False).plot(kind="bar")
plt.show()
import numpy as np
import pandas as pd
from matplotlib import pyplot as plt
np.random.seed(123)
genre_df = pd.read_csv("data/genre.csv")
rating_df = pd.read_csv("data/rating.csv")
user_df = pd.read_csv("data/user.csv")
genre_df
| Unknown | Action | Adventure | Animation | Children | Comedy | Crime | Documentary | Drama | Fantasy | Film-Noir | Horror | Musical | Mystery | Romance | Sci-Fi | Thriller | War | Western | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 3 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1677 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1678 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 |
| 1679 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 1680 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1681 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
1682 rows × 19 columns
rating_df
| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ... | V1673 | V1674 | V1675 | V1676 | V1677 | V1678 | V1679 | V1680 | V1681 | V1682 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5.0 | 3.0 | 4.0 | 3.0 | 3.0 | 5.0 | 4.0 | 1.0 | 5.0 | 3.0 | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 4.0 | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 938 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.0 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 939 | NaN | NaN | NaN | 2.0 | NaN | NaN | 4.0 | 5.0 | 3.0 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 940 | 5.0 | NaN | NaN | NaN | NaN | NaN | 4.0 | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 941 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 942 | NaN | 5.0 | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
943 rows × 1682 columns
user_df
| user_id | age | gender | occupation | zip_code | |
|---|---|---|---|---|---|
| 0 | 1 | 24 | M | technician | 85711 |
| 1 | 2 | 53 | F | other | 94043 |
| 2 | 3 | 23 | M | writer | 32067 |
| 3 | 4 | 24 | M | technician | 43537 |
| 4 | 5 | 33 | F | other | 15213 |
| ... | ... | ... | ... | ... | ... |
| 938 | 939 | 26 | F | student | 33319 |
| 939 | 940 | 32 | M | administrator | 2215 |
| 940 | 941 | 20 | M | student | 97229 |
| 941 | 942 | 48 | F | librarian | 78209 |
| 942 | 943 | 22 | M | student | 77841 |
943 rows × 5 columns
genre_df.sum().sort_values(ascending=False).plot(kind="bar")
plt.show()
genre_df.sum(axis=1).plot(kind="hist")
plt.show()
user_df.age.hist()
plt.show()
user_df.groupby("zip_code").count()
| user_id | age | gender | occupation | |
|---|---|---|---|---|
| zip_code | ||||
| 0 | 2 | 2 | 2 | 2 |
| 10003 | 5 | 5 | 5 | 5 |
| 10010 | 1 | 1 | 1 | 1 |
| 10011 | 1 | 1 | 1 | 1 |
| 10016 | 2 | 2 | 2 | 2 |
| ... | ... | ... | ... | ... |
| V0R2M | 1 | 1 | 1 | 1 |
| V1G4L | 1 | 1 | 1 | 1 |
| V3N4P | 1 | 1 | 1 | 1 |
| V5A2B | 1 | 1 | 1 | 1 |
| Y1A6B | 1 | 1 | 1 | 1 |
795 rows × 4 columns
user_df.groupby("gender").count()
| user_id | age | occupation | zip_code | |
|---|---|---|---|---|
| gender | ||||
| F | 273 | 273 | 273 | 273 |
| M | 670 | 670 | 670 | 670 |
user_df.groupby("occupation").count()["user_id"].sort_values(ascending=False).plot(kind="bar")
plt.show()
rating_df.count().hist()
plt.title("hist of # of ratings of movies")
plt.show()
rating_df.count(axis=1).hist()
plt.title("hist of # of ratings of users")
plt.show()
from rpy2.robjects import r
from rpy2.robjects.packages import importr
from rpy2.robjects import pandas2ri
from rpy2 import robjects
from rpy2.robjects.conversion import localconverter
pandas2ri.activate()
def probabilistic_factorization(rating_df, side_df):
r.source("mf.R")
r.source("routput.R")
rating_rmat = robjects.conversion.py2rpy(rating_df.T.values)
genre_rmat = robjects.conversion.py2rpy(side_df.values)
robjects.numpy2ri.activate()
res1 = r.mf(rating_rmat, genre_rmat, K_max = 20)
Z_rmat = r.output_Z(res1)
W_rmat = r.output_W(res1)
return Z_rmat, W_rmat
Z, W = probabilistic_factorization(rating_df, genre_df)
Iteration: 1 ELBO: -267160 tau: 0.09100339 beta: 0.04249646 diff Inf Iteration: 2 ELBO: -160534 tau: 0.7402373 beta: 0.07592073 diff 0.3991089 Iteration: 3 ELBO: -143105.4 tau: 1.085853 beta: 0.3125193 diff 0.1085668 Iteration: 4 ELBO: -140589.8 tau: 1.146136 beta: 0.6008463 diff 0.01757839 Iteration: 5 ELBO: -140027.3 tau: 1.157988 beta: 0.7773893 diff 0.004001106 Iteration: 6 ELBO: -139912.1 tau: 1.159903 beta: 0.8696725 diff 0.0008229346 Iteration: 7 ELBO: -139889.6 tau: 1.160009 beta: 0.9153688 diff 0.000160508 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -135627.3 tau: 1.192321 beta: 1.848187 diff Inf Iteration: 2 ELBO: -134643.9 tau: 1.198815 beta: 2.074932 diff 0.007250283 Iteration: 3 ELBO: -134177.2 tau: 1.209463 beta: 2.385804 diff 0.003466252 Iteration: 4 ELBO: -133601.9 tau: 1.225669 beta: 2.712199 diff 0.004287551 Iteration: 5 ELBO: -132910.9 tau: 1.245849 beta: 3.096975 diff 0.005171874 Iteration: 6 ELBO: -132460.7 tau: 1.259036 beta: 3.592729 diff 0.003387648 Iteration: 7 ELBO: -132260.5 tau: 1.264351 beta: 4.16442 diff 0.001511158 Iteration: 8 ELBO: -132164.8 tau: 1.26621 beta: 4.785606 diff 0.0007236065 Iteration: 9 ELBO: -132106.6 tau: 1.266849 beta: 5.449515 diff 0.000440695 Iteration: 10 ELBO: -132063.2 tau: 1.267062 beta: 6.155408 diff 0.000328219 Iteration: 11 ELBO: -132027.2 tau: 1.267124 beta: 6.902828 diff 0.0002726662 Iteration: 12 ELBO: -131996 tau: 1.267129 beta: 7.690447 diff 0.0002366501 Iteration: 13 ELBO: -131968.5 tau: 1.267106 beta: 8.515829 diff 0.0002081477 Iteration: 14 ELBO: -131944.3 tau: 1.267066 beta: 9.375365 diff 0.0001833539 Iteration: 15 ELBO: -131923 tau: 1.267013 beta: 10.26433 diff 0.0001610706 Iteration: 16 ELBO: -131904.4 tau: 1.266949 beta: 11.17706 diff 0.0001409049 Iteration: 17 ELBO: -131888.3 tau: 1.266877 beta: 12.10714 diff 0.0001226944 Iteration: 18 ELBO: -131874.2 tau: 1.266798 beta: 13.04773 diff 0.0001063317 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -131592 tau: 1.293032 beta: 1.857876 diff Inf Iteration: 2 ELBO: -130565.5 tau: 1.300023 beta: 2.115411 diff 0.007801188 Iteration: 3 ELBO: -130123.2 tau: 1.311288 beta: 2.483188 diff 0.003387332 Iteration: 4 ELBO: -129804.1 tau: 1.320606 beta: 2.97454 diff 0.002452088 Iteration: 5 ELBO: -129582.9 tau: 1.326247 beta: 3.613599 diff 0.001704228 Iteration: 6 ELBO: -129423.8 tau: 1.329534 beta: 4.409871 diff 0.001227907 Iteration: 7 ELBO: -129306.2 tau: 1.331403 beta: 5.366115 diff 0.0009085937 Iteration: 8 ELBO: -129216.5 tau: 1.332429 beta: 6.480867 diff 0.0006939238 Iteration: 9 ELBO: -129146.1 tau: 1.332952 beta: 7.750628 diff 0.0005447272 Iteration: 10 ELBO: -129089.5 tau: 1.333163 beta: 9.172139 diff 0.0004380778 Iteration: 11 ELBO: -129043 tau: 1.333183 beta: 10.74232 diff 0.0003603809 Iteration: 12 ELBO: -129004 tau: 1.333085 beta: 12.45682 diff 0.00030175 Iteration: 13 ELBO: -128971.1 tau: 1.332917 beta: 14.30886 diff 0.0002555126 Iteration: 14 ELBO: -128943 tau: 1.332705 beta: 16.28868 diff 0.0002176315 Iteration: 15 ELBO: -128919.1 tau: 1.332468 beta: 18.38353 diff 0.0001857395 Iteration: 16 ELBO: -128898.6 tau: 1.332215 beta: 20.57808 diff 0.0001584284 Iteration: 17 ELBO: -128881.3 tau: 1.331955 beta: 22.85506 diff 0.0001348396 Iteration: 18 ELBO: -128866.5 tau: 1.33169 beta: 25.19611 diff 0.0001144337 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -129271.7 tau: 1.354737 beta: 1.856353 diff Inf Iteration: 2 ELBO: -128289.2 tau: 1.360898 beta: 2.137791 diff 0.007599863 Iteration: 3 ELBO: -127933.9 tau: 1.369507 beta: 2.53849 diff 0.002769384 Iteration: 4 ELBO: -127710.4 tau: 1.37574 beta: 3.05309 diff 0.001747582 Iteration: 5 ELBO: -127561.9 tau: 1.378974 beta: 3.705205 diff 0.001162653 Iteration: 6 ELBO: -127448.9 tau: 1.380704 beta: 4.51027 diff 0.0008856372 Iteration: 7 ELBO: -127355.1 tau: 1.381756 beta: 5.479215 diff 0.0007356632 Iteration: 8 ELBO: -127273.7 tau: 1.382485 beta: 6.620442 diff 0.0006397865 Iteration: 9 ELBO: -127200.7 tau: 1.383063 beta: 7.938429 diff 0.0005728389 Iteration: 10 ELBO: -127133.9 tau: 1.383597 beta: 9.432044 diff 0.000525523 Iteration: 11 ELBO: -127071.1 tau: 1.384166 beta: 11.09348 diff 0.0004940333 Iteration: 12 ELBO: -127010.6 tau: 1.384831 beta: 12.90729 diff 0.0004763379 Iteration: 13 ELBO: -126950.8 tau: 1.385653 beta: 14.84868 diff 0.0004707313 Iteration: 14 ELBO: -126890.5 tau: 1.386685 beta: 16.8795 diff 0.0004746091 Iteration: 15 ELBO: -126829.5 tau: 1.387969 beta: 18.9435 diff 0.0004812002 Iteration: 16 ELBO: -126769.4 tau: 1.389465 beta: 20.9762 diff 0.0004738551 Iteration: 17 ELBO: -126714.7 tau: 1.390972 beta: 22.94397 diff 0.0004308947 Iteration: 18 ELBO: -126669.8 tau: 1.392235 beta: 24.85672 diff 0.000354394 Iteration: 19 ELBO: -126635.5 tau: 1.393137 beta: 26.73341 diff 0.0002706614 Iteration: 20 ELBO: -126610.3 tau: 1.393704 beta: 28.58088 diff 0.0001993852 Iteration: 21 ELBO: -126591.9 tau: 1.39402 beta: 30.39591 diff 0.0001456468 Iteration: 22 ELBO: -126578.3 tau: 1.394164 beta: 32.17149 diff 0.0001071352 After 23 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -126967.4 tau: 1.419493 beta: 1.833682 diff Inf Iteration: 2 ELBO: -125990.4 tau: 1.426341 beta: 2.095096 diff 0.007695094 Iteration: 3 ELBO: -125651.2 tau: 1.434375 beta: 2.493398 diff 0.002692466 Iteration: 4 ELBO: -125420.4 tau: 1.440684 beta: 3.02162 diff 0.001837092 Iteration: 5 ELBO: -125254.7 tau: 1.444558 beta: 3.696454 diff 0.001321084 Iteration: 6 ELBO: -125128.6 tau: 1.446833 beta: 4.530575 diff 0.001006671 Iteration: 7 ELBO: -125027.3 tau: 1.448178 beta: 5.536054 diff 0.0008096471 Iteration: 8 ELBO: -124942.8 tau: 1.448983 beta: 6.725434 diff 0.0006758719 Iteration: 9 ELBO: -124870.9 tau: 1.449455 beta: 8.110838 diff 0.0005752151 Iteration: 10 ELBO: -124809.3 tau: 1.449704 beta: 9.702169 diff 0.0004936983 Iteration: 11 ELBO: -124756.2 tau: 1.449797 beta: 11.50566 diff 0.0004248608 Iteration: 12 ELBO: -124710.6 tau: 1.449776 beta: 13.52308 diff 0.0003656915 Iteration: 13 ELBO: -124671.4 tau: 1.449669 beta: 15.75143 diff 0.0003146425 Iteration: 14 ELBO: -124637.6 tau: 1.449499 beta: 18.18304 diff 0.0002706244 Iteration: 15 ELBO: -124608.6 tau: 1.449283 beta: 20.80584 diff 0.0002326582 Iteration: 16 ELBO: -124583.7 tau: 1.449034 beta: 23.60393 diff 0.0001998491 Iteration: 17 ELBO: -124562.4 tau: 1.448762 beta: 26.55809 diff 0.0001714271 Iteration: 18 ELBO: -124544.1 tau: 1.448474 beta: 29.64647 diff 0.0001467601 Iteration: 19 ELBO: -124528.5 tau: 1.448174 beta: 32.84531 diff 0.0001253436 Iteration: 20 ELBO: -124515.2 tau: 1.447868 beta: 36.12982 diff 0.0001067813 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -125221.1 tau: 1.471033 beta: 1.83134 diff Inf Iteration: 2 ELBO: -124241.5 tau: 1.477121 beta: 2.118752 diff 0.007823049 Iteration: 3 ELBO: -123917.5 tau: 1.484611 beta: 2.561221 diff 0.002607777 Iteration: 4 ELBO: -123715.5 tau: 1.489628 beta: 3.156833 diff 0.001629642 Iteration: 5 ELBO: -123571.6 tau: 1.492294 beta: 3.919185 diff 0.001163388 Iteration: 6 ELBO: -123458 tau: 1.493792 beta: 4.862 diff 0.0009188994 Iteration: 7 ELBO: -123364.3 tau: 1.494682 beta: 6.000811 diff 0.0007593118 Iteration: 8 ELBO: -123285.3 tau: 1.495199 beta: 7.351497 diff 0.0006407326 Iteration: 9 ELBO: -123217.7 tau: 1.495465 beta: 8.927791 diff 0.0005480128 Iteration: 10 ELBO: -123159.3 tau: 1.495562 beta: 10.7396 diff 0.000473632 Iteration: 11 ELBO: -123108.6 tau: 1.49555 beta: 12.79204 diff 0.0004123663 Iteration: 12 ELBO: -123064.2 tau: 1.495466 beta: 15.08488 diff 0.0003605073 Iteration: 13 ELBO: -123025.3 tau: 1.495334 beta: 17.6125 diff 0.0003155476 Iteration: 14 ELBO: -122991.4 tau: 1.495167 beta: 20.36442 diff 0.0002759236 Iteration: 15 ELBO: -122961.8 tau: 1.494972 beta: 23.32624 diff 0.0002408257 Iteration: 16 ELBO: -122936 tau: 1.494752 beta: 26.48059 diff 0.0002099411 Iteration: 17 ELBO: -122913.4 tau: 1.494513 beta: 29.80765 diff 0.000183125 Iteration: 18 ELBO: -122893.8 tau: 1.49426 beta: 33.28555 diff 0.0001601473 Iteration: 19 ELBO: -122876.5 tau: 1.494001 beta: 36.89044 diff 0.000140613 Iteration: 20 ELBO: -122861.2 tau: 1.49374 beta: 40.59685 diff 0.00012402 Iteration: 21 ELBO: -122847.7 tau: 1.493484 beta: 44.37831 diff 0.0001098699 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -123696.3 tau: 1.516593 beta: 1.851368 diff Inf Iteration: 2 ELBO: -122755.5 tau: 1.522037 beta: 2.163299 diff 0.007605929 Iteration: 3 ELBO: -122464 tau: 1.527882 beta: 2.645956 diff 0.002374232 Iteration: 4 ELBO: -122268.3 tau: 1.532473 beta: 3.273542 diff 0.001598465 Iteration: 5 ELBO: -122119.6 tau: 1.535435 beta: 4.055703 diff 0.001216197 Iteration: 6 ELBO: -121999.4 tau: 1.53738 beta: 5.007892 diff 0.0009840648 Iteration: 7 ELBO: -121899.9 tau: 1.538685 beta: 6.145625 diff 0.0008160161 Iteration: 8 ELBO: -121816.4 tau: 1.539551 beta: 7.481941 diff 0.0006847814 Iteration: 9 ELBO: -121745.8 tau: 1.540105 beta: 9.02559 diff 0.0005791295 Iteration: 10 ELBO: -121685.8 tau: 1.540433 beta: 10.7802 diff 0.0004926833 Iteration: 11 ELBO: -121634.6 tau: 1.540599 beta: 12.74421 diff 0.0004214536 Iteration: 12 ELBO: -121590.4 tau: 1.54065 beta: 14.91121 diff 0.0003626575 Iteration: 13 ELBO: -121552.3 tau: 1.540619 beta: 17.27085 diff 0.0003141402 Iteration: 14 ELBO: -121518.9 tau: 1.540533 beta: 19.81029 diff 0.0002742639 Iteration: 15 ELBO: -121489.5 tau: 1.540411 beta: 22.51558 diff 0.0002417963 Iteration: 16 ELBO: -121463.3 tau: 1.540268 beta: 25.37275 diff 0.0002157064 Iteration: 17 ELBO: -121439.6 tau: 1.54012 beta: 28.36845 diff 0.0001950054 Iteration: 18 ELBO: -121417.9 tau: 1.539974 beta: 31.49058 diff 0.0001787013 Iteration: 19 ELBO: -121397.8 tau: 1.53984 beta: 34.72887 diff 0.0001658404 Iteration: 20 ELBO: -121378.9 tau: 1.539721 beta: 38.07559 diff 0.0001555877 Iteration: 21 ELBO: -121361 tau: 1.539617 beta: 41.52642 diff 0.0001473165 Iteration: 22 ELBO: -121344 tau: 1.539526 beta: 45.08132 diff 0.0001406721 Iteration: 23 ELBO: -121327.5 tau: 1.539448 beta: 48.74492 diff 0.0001355396 Iteration: 24 ELBO: -121311.5 tau: 1.539381 beta: 52.52596 diff 0.0001318765 Iteration: 25 ELBO: -121295.8 tau: 1.539329 beta: 56.43567 diff 0.0001294858 Iteration: 26 ELBO: -121280.3 tau: 1.539293 beta: 60.48537 diff 0.0001278663 Iteration: 27 ELBO: -121265 tau: 1.539274 beta: 64.68391 diff 0.00012622 Iteration: 28 ELBO: -121250 tau: 1.539269 beta: 69.03543 diff 0.0001236112 Iteration: 29 ELBO: -121235.5 tau: 1.539272 beta: 73.53768 diff 0.0001192187 Iteration: 30 ELBO: -121221.9 tau: 1.539272 beta: 78.18083 diff 0.0001125825 Iteration: 31 ELBO: -121209.3 tau: 1.539257 beta: 82.94697 diff 0.0001037331 After 32 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -122247.3 tau: 1.560251 beta: 1.907751 diff Inf Iteration: 2 ELBO: -121311.7 tau: 1.565015 beta: 2.252806 diff 0.007653034 Iteration: 3 ELBO: -120986.3 tau: 1.572853 beta: 2.745006 diff 0.002682356 Iteration: 4 ELBO: -120765.4 tau: 1.579214 beta: 3.379926 diff 0.001826154 Iteration: 5 ELBO: -120607.3 tau: 1.582854 beta: 4.191229 diff 0.0013093 Iteration: 6 ELBO: -120484.1 tau: 1.584907 beta: 5.204837 diff 0.001021582 Iteration: 7 ELBO: -120382.9 tau: 1.586148 beta: 6.440688 diff 0.0008394104 Iteration: 8 ELBO: -120297.7 tau: 1.586926 beta: 7.916166 diff 0.0007083303 Iteration: 9 ELBO: -120224.7 tau: 1.587415 beta: 9.645686 diff 0.000606451 Iteration: 10 ELBO: -120161.9 tau: 1.587707 beta: 11.63917 diff 0.0005223295 Iteration: 11 ELBO: -120107.8 tau: 1.587853 beta: 13.90067 diff 0.0004501958 Iteration: 12 ELBO: -120061.3 tau: 1.587886 beta: 16.42772 diff 0.0003872361 Iteration: 13 ELBO: -120021.4 tau: 1.587826 beta: 19.21166 diff 0.0003321718 Iteration: 14 ELBO: -119987.3 tau: 1.58769 beta: 22.23828 diff 0.0002843918 Iteration: 15 ELBO: -119958.1 tau: 1.587495 beta: 25.48878 diff 0.0002433696 Iteration: 16 ELBO: -119933.1 tau: 1.587255 beta: 28.941 diff 0.0002084722 Iteration: 17 ELBO: -119911.6 tau: 1.586983 beta: 32.57058 diff 0.0001789967 Iteration: 18 ELBO: -119893.1 tau: 1.586689 beta: 36.35228 diff 0.0001542274 Iteration: 19 ELBO: -119877.1 tau: 1.586381 beta: 40.26092 diff 0.0001334641 Iteration: 20 ELBO: -119863.2 tau: 1.586067 beta: 44.27218 diff 0.0001160423 Iteration: 21 ELBO: -119851.1 tau: 1.585751 beta: 48.36308 diff 0.0001013545 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -120734.9 tau: 1.609112 beta: 1.864408 diff Inf Iteration: 2 ELBO: -119818.1 tau: 1.613552 beta: 2.198632 diff 0.007592929 Iteration: 3 ELBO: -119519.7 tau: 1.619835 beta: 2.707237 diff 0.002491011 Iteration: 4 ELBO: -119316.5 tau: 1.625038 beta: 3.375953 diff 0.001700152 Iteration: 5 ELBO: -119165.6 tau: 1.628189 beta: 4.226308 diff 0.001264725 Iteration: 6 ELBO: -119045.5 tau: 1.63001 beta: 5.28503 diff 0.001007818 Iteration: 7 ELBO: -118945.5 tau: 1.631092 beta: 6.577977 diff 0.0008400347 Iteration: 8 ELBO: -118859.8 tau: 1.631771 beta: 8.127157 diff 0.0007202157 Iteration: 9 ELBO: -118785.2 tau: 1.632235 beta: 9.948053 diff 0.0006279495 Iteration: 10 ELBO: -118719.7 tau: 1.632578 beta: 12.04853 diff 0.0005513095 Iteration: 11 ELBO: -118662.3 tau: 1.632835 beta: 14.42935 diff 0.000483264 Iteration: 12 ELBO: -118612.4 tau: 1.633012 beta: 17.08493 diff 0.0004208875 Iteration: 13 ELBO: -118569.2 tau: 1.633104 beta: 20.00353 diff 0.0003638315 Iteration: 14 ELBO: -118532.2 tau: 1.633115 beta: 23.16756 diff 0.0003123366 Iteration: 15 ELBO: -118500.6 tau: 1.633049 beta: 26.55476 diff 0.0002664662 Iteration: 16 ELBO: -118473.8 tau: 1.632915 beta: 30.13996 diff 0.0002261914 Iteration: 17 ELBO: -118451.1 tau: 1.632724 beta: 33.89674 diff 0.0001914192 Iteration: 18 ELBO: -118431.9 tau: 1.632486 beta: 37.79864 diff 0.0001618831 Iteration: 19 ELBO: -118415.7 tau: 1.632213 beta: 41.81989 diff 0.0001371012 Iteration: 20 ELBO: -118401.9 tau: 1.631915 beta: 45.93602 diff 0.0001164535 After 21 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -119306.1 tau: 1.656722 beta: 1.901227 diff Inf Iteration: 2 ELBO: -118389.3 tau: 1.661298 beta: 2.233125 diff 0.007684047 Iteration: 3 ELBO: -118101.5 tau: 1.666907 beta: 2.75438 diff 0.002430882 Iteration: 4 ELBO: -117900.5 tau: 1.671823 beta: 3.438719 diff 0.001701729 Iteration: 5 ELBO: -117744.3 tau: 1.675263 beta: 4.302063 diff 0.001324791 Iteration: 6 ELBO: -117617.5 tau: 1.67757 beta: 5.372114 diff 0.001077008 Iteration: 7 ELBO: -117512 tau: 1.679108 beta: 6.676703 diff 0.000897537 Iteration: 8 ELBO: -117422.7 tau: 1.680127 beta: 8.23908 diff 0.0007594493 Iteration: 9 ELBO: -117346.7 tau: 1.680783 beta: 10.07687 diff 0.0006473141 Iteration: 10 ELBO: -117281.8 tau: 1.68117 beta: 12.20202 diff 0.0005530934 Iteration: 11 ELBO: -117226.3 tau: 1.681351 beta: 14.62051 diff 0.0004728375 Iteration: 12 ELBO: -117179 tau: 1.681375 beta: 17.33188 diff 0.0004041606 Iteration: 13 ELBO: -117138.5 tau: 1.681277 beta: 20.3291 diff 0.0003451901 Iteration: 14 ELBO: -117104 tau: 1.681088 beta: 23.59907 diff 0.0002943824 Iteration: 15 ELBO: -117074.7 tau: 1.680828 beta: 27.12361 diff 0.0002505663 Iteration: 16 ELBO: -117049.8 tau: 1.680514 beta: 30.88079 diff 0.0002129104 Iteration: 17 ELBO: -117028.6 tau: 1.680158 beta: 34.84623 diff 0.0001807844 Iteration: 18 ELBO: -117010.6 tau: 1.679773 beta: 38.99427 diff 0.0001536122 Iteration: 19 ELBO: -116995.3 tau: 1.679367 beta: 43.29892 diff 0.0001307991 Iteration: 20 ELBO: -116982.3 tau: 1.678949 beta: 47.73461 diff 0.0001117326 After 21 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -117938 tau: 1.703349 beta: 1.872091 diff Inf Iteration: 2 ELBO: -117035.3 tau: 1.706286 beta: 2.225221 diff 0.007653994 Iteration: 3 ELBO: -116748.6 tau: 1.711276 beta: 2.781613 diff 0.002449621 Iteration: 4 ELBO: -116550.3 tau: 1.715835 beta: 3.527457 diff 0.00169886 Iteration: 5 ELBO: -116398.8 tau: 1.718797 beta: 4.487396 diff 0.001299696 Iteration: 6 ELBO: -116276 tau: 1.720616 beta: 5.693068 diff 0.001054922 Iteration: 7 ELBO: -116173.2 tau: 1.721745 beta: 7.175996 diff 0.0008838857 Iteration: 8 ELBO: -116085.8 tau: 1.722441 beta: 8.965259 diff 0.0007522538 Iteration: 9 ELBO: -116010.9 tau: 1.722851 beta: 11.08556 diff 0.0006455746 Iteration: 10 ELBO: -115946.3 tau: 1.723064 beta: 13.55531 diff 0.000556878 Iteration: 11 ELBO: -115890.4 tau: 1.723141 beta: 16.3852 diff 0.0004819569 Iteration: 12 ELBO: -115842 tau: 1.72312 beta: 19.57757 diff 0.0004179024 Iteration: 13 ELBO: -115800 tau: 1.72303 beta: 23.12648 diff 0.0003626398 Iteration: 14 ELBO: -115763.5 tau: 1.722886 beta: 27.01847 diff 0.0003146935 Iteration: 15 ELBO: -115731.9 tau: 1.722701 beta: 31.23354 diff 0.0002729952 Iteration: 16 ELBO: -115704.5 tau: 1.722482 beta: 35.74636 diff 0.0002367285 Iteration: 17 ELBO: -115680.8 tau: 1.722235 beta: 40.52765 diff 0.000205223 Iteration: 18 ELBO: -115660.2 tau: 1.721967 beta: 45.54558 diff 0.0001778944 Iteration: 19 ELBO: -115642.4 tau: 1.721679 beta: 50.76728 diff 0.0001542167 Iteration: 20 ELBO: -115626.9 tau: 1.721377 beta: 56.16007 diff 0.0001337138 Iteration: 21 ELBO: -115613.5 tau: 1.721063 beta: 61.6926 diff 0.0001159608 Iteration: 22 ELBO: -115601.9 tau: 1.720738 beta: 67.33586 diff 0.0001005893 After 23 iteration ends!
R[write to console]: Factor 11 zeroed out!
Z.shape
(1682, 10)
pd.DataFrame(Z).to_csv("data/vfactor_proposed.csv")
W.shape
(943, 10)
from sklearn import linear_model
fig, axes = plt.subplots(2, 5, figsize=(30,15), sharex=True)
axes = axes.flatten()
for i in range(Z.shape[1]):
mlr = linear_model.LinearRegression()
mlr.fit(genre_df, Z[:,i])
ax = axes[i]
ax.set_title(f"Factor {i+1}", fontdict={"fontsize":30})
ax.bar(genre_df.columns, height=mlr.coef_)
ax.tick_params(axis="both", which="major", rotation=90)
for j in "top right left".split():
ax.spines[j].set_visible(False)
fig.suptitle("Genre Loadings of Factors", fontsize=40)
plt.show()
rating_hat = pd.DataFrame(Z.dot(W.T))
rating_hat
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 933 | 934 | 935 | 936 | 937 | 938 | 939 | 940 | 941 | 942 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3.765779 | 3.581842 | 3.097655 | 5.054813 | 3.844680 | 3.559971 | 4.343907 | 3.924704 | 4.403156 | 4.192257 | ... | 3.758131 | 4.345396 | 4.126829 | 3.121452 | 3.483736 | 5.084830 | 3.922437 | 4.582245 | 4.468918 | 4.186675 |
| 1 | 2.859073 | 3.077362 | 2.444354 | 4.059467 | 3.025980 | 2.755707 | 3.707648 | 3.036976 | 3.806906 | 3.646701 | ... | 3.195704 | 3.966521 | 3.350148 | 2.785093 | 3.139178 | 4.478692 | 3.536280 | 3.692640 | 3.898114 | 3.638186 |
| 2 | 3.262332 | 2.595636 | 3.415207 | 3.827741 | 2.595796 | 2.501686 | 3.186649 | 3.206838 | 3.938692 | 3.130139 | ... | 3.625413 | 3.715415 | 3.601651 | 2.095602 | 3.454843 | 4.345336 | 2.386441 | 3.177265 | 3.513117 | 3.148737 |
| 3 | 4.226158 | 3.665650 | 3.437004 | 4.436729 | 3.669505 | 3.553828 | 3.826308 | 4.249703 | 3.919113 | 3.709324 | ... | 3.591486 | 3.747610 | 4.027376 | 3.235216 | 3.760172 | 4.726644 | 2.870909 | 3.884551 | 3.673174 | 3.463387 |
| 4 | 2.684175 | 3.406618 | 2.430025 | 3.849632 | 2.021453 | 2.861203 | 3.733840 | 3.226428 | 3.738701 | 3.803937 | ... | 3.231477 | 4.257271 | 3.474014 | 2.997781 | 3.606632 | 4.683932 | 3.314306 | 3.492838 | 4.052710 | 3.461479 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1677 | 2.950849 | 3.214219 | 2.497695 | 3.962169 | 2.200563 | 3.017622 | 3.308149 | 3.118703 | 3.340554 | 3.233800 | ... | 2.988864 | 3.385695 | 3.456637 | 2.915566 | 2.894934 | 3.699560 | 2.557497 | 3.267486 | 3.406708 | 2.399437 |
| 1678 | 3.095918 | 3.332417 | 2.635051 | 4.021550 | 2.370180 | 3.051487 | 3.578300 | 3.340993 | 3.672168 | 3.615280 | ... | 3.276733 | 4.028810 | 3.460661 | 2.923955 | 3.348603 | 4.515805 | 3.086443 | 3.581127 | 3.889274 | 3.208668 |
| 1679 | 3.330969 | 3.533397 | 2.685706 | 4.203220 | 2.312319 | 3.303641 | 3.602345 | 3.552497 | 3.640469 | 3.569534 | ... | 3.344274 | 3.820441 | 3.648783 | 3.141859 | 3.270413 | 4.242872 | 2.853709 | 3.648509 | 3.832937 | 2.713869 |
| 1680 | 3.191944 | 3.173363 | 2.763033 | 4.103151 | 2.882883 | 3.035172 | 3.501766 | 3.333896 | 3.656764 | 3.425620 | ... | 3.183471 | 3.691052 | 3.622331 | 2.887673 | 3.173024 | 4.194831 | 2.870051 | 3.476830 | 3.574559 | 3.041943 |
| 1681 | 3.486968 | 3.630700 | 2.940274 | 4.410037 | 2.748892 | 3.357953 | 3.763945 | 3.645997 | 3.795742 | 3.716228 | ... | 3.396317 | 3.835825 | 3.851982 | 3.199827 | 3.423011 | 4.435631 | 2.993872 | 3.737322 | 3.828565 | 3.145281 |
1682 rows × 943 columns
rating_df.T
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 933 | 934 | 935 | 936 | 937 | 938 | 939 | 940 | 941 | 942 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| V1 | 5.0 | 4.0 | NaN | NaN | 4.0 | 4.0 | NaN | NaN | NaN | 4.0 | ... | 2.0 | 3.0 | 4.0 | NaN | 4.0 | NaN | NaN | 5.0 | NaN | NaN |
| V2 | 3.0 | NaN | NaN | NaN | 3.0 | NaN | NaN | NaN | NaN | NaN | ... | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.0 |
| V3 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V4 | 3.0 | NaN | NaN | NaN | NaN | NaN | 5.0 | NaN | NaN | 4.0 | ... | 5.0 | NaN | NaN | NaN | NaN | NaN | 2.0 | NaN | NaN | NaN |
| V5 | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| V1678 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V1679 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V1680 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V1681 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V1682 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
1682 rows × 943 columns
from funk_svd import SVD as FSVD
stacked_rating_df = rating_df.stack().reset_index()
stacked_rating_df.columns = ["u_id", "i_id", "rating"]
stacked_rating_df
| u_id | i_id | rating | |
|---|---|---|---|
| 0 | 0 | V1 | 5.0 |
| 1 | 0 | V2 | 3.0 |
| 2 | 0 | V3 | 4.0 |
| 3 | 0 | V4 | 3.0 |
| 4 | 0 | V5 | 3.0 |
| ... | ... | ... | ... |
| 99995 | 942 | V1067 | 2.0 |
| 99996 | 942 | V1074 | 4.0 |
| 99997 | 942 | V1188 | 3.0 |
| 99998 | 942 | V1228 | 3.0 |
| 99999 | 942 | V1330 | 3.0 |
100000 rows × 3 columns
fsvd = FSVD(lr=0.001, reg=0.1, n_epochs=1000, n_factors=10,
early_stopping=True, shuffle=False, min_rating=1, max_rating=5)
fsvd.fit(stacked_rating_df)
Preprocessing data... 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sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 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<funk_svd.svd.SVD at 0x7f8e3bf7ab50>
fsvd.pu_.shape
(943, 10)
fsvd.qi_.shape
(1682, 10)
pred_rating_fsvd = fsvd.predict(stacked_rating_df)
stacked_rating_df["pred_fsvd"] = pred_rating_fsvd
stacked_rating_df
| u_id | i_id | rating | pred_fsvd | |
|---|---|---|---|---|
| 0 | 0 | V1 | 5.0 | 3.850480 |
| 1 | 0 | V2 | 3.0 | 3.171865 |
| 2 | 0 | V3 | 4.0 | 3.286298 |
| 3 | 0 | V4 | 3.0 | 3.795822 |
| 4 | 0 | V5 | 3.0 | 2.890866 |
| ... | ... | ... | ... | ... |
| 99995 | 942 | V1067 | 2.0 | 3.189624 |
| 99996 | 942 | V1074 | 4.0 | 3.332371 |
| 99997 | 942 | V1188 | 3.0 | 3.093723 |
| 99998 | 942 | V1228 | 3.0 | 2.160334 |
| 99999 | 942 | V1330 | 3.0 | 2.982528 |
100000 rows × 4 columns
stacked_rating_df[["u_id", "i_id", "pred_fsvd"]].pivot(index="i_id", columns="u_id")
| pred_fsvd | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| u_id | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 933 | 934 | 935 | 936 | 937 | 938 | 939 | 940 | 941 | 942 |
| i_id | |||||||||||||||||||||
| V1 | 3.850480 | 4.009153 | NaN | NaN | 3.505141 | 3.535334 | NaN | NaN | NaN | 4.286857 | ... | 3.829072 | 4.058137 | 4.074471 | NaN | 4.010105 | NaN | NaN | 4.255992 | NaN | NaN |
| V10 | 3.582492 | 3.570307 | NaN | NaN | NaN | NaN | 4.079325 | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V100 | 4.461148 | 4.559224 | NaN | NaN | 3.878731 | 4.104016 | 4.514437 | NaN | NaN | 4.532035 | ... | 3.953667 | 3.646825 | 4.383624 | 3.928979 | 4.166376 | NaN | 3.713265 | NaN | NaN | 3.819048 |
| V1000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V1001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| V995 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | 3.811495 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V996 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V997 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V998 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| V999 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
1682 rows × 943 columns
pd.DataFrame(fsvd.qi_.dot(fsvd.pu_.T))
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 933 | 934 | 935 | 936 | 937 | 938 | 939 | 940 | 941 | 942 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.047088 | 0.046352 | -0.058070 | -0.253285 | 0.032560 | -0.042638 | 0.160746 | 0.071191 | 0.059831 | 0.048293 | ... | -0.079061 | 0.023581 | -0.045909 | 0.014346 | 0.140163 | 0.180186 | -0.017857 | 0.080752 | 0.013454 | 0.188451 |
| 1 | -0.189686 | -0.081385 | -0.162178 | -0.020394 | -0.004556 | -0.279331 | -0.130475 | -0.172342 | 0.022136 | 0.027319 | ... | 0.003853 | 0.330948 | -0.231418 | 0.214004 | 0.157901 | 0.236842 | 0.187336 | 0.051224 | 0.055549 | 0.054812 |
| 2 | 0.133986 | -0.632842 | 0.145852 | -0.032025 | 0.267942 | -0.168501 | -0.209136 | -0.240482 | 0.191395 | -0.283050 | ... | 0.309847 | 0.156792 | 0.061667 | -1.062829 | -0.339097 | -0.252299 | -0.029080 | -0.423259 | -0.035066 | -0.013540 |
| 3 | 0.231355 | 0.006476 | -0.282756 | -0.065695 | 0.140083 | 0.138435 | -0.014868 | 0.048160 | -0.459684 | -0.043670 | ... | -0.030309 | -0.051266 | 0.220748 | 0.256490 | -0.389670 | 0.017951 | -0.151603 | 0.090330 | -0.068696 | 0.224217 |
| 4 | -0.509379 | -0.149211 | 0.030552 | -0.239901 | -0.542136 | -0.307718 | 0.051299 | -0.232058 | 0.174284 | 0.050596 | ... | 0.032329 | 0.368886 | -0.306039 | -0.081894 | 0.264647 | 0.122681 | 0.219791 | -0.062314 | 0.207672 | 0.049176 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1677 | 0.242120 | 0.132654 | 0.017885 | 0.416829 | 0.120884 | 0.050578 | -0.208390 | -0.230644 | -0.117695 | -0.146748 | ... | -0.049134 | -0.138055 | -0.222594 | 0.244256 | 0.010511 | -0.252367 | 0.208579 | -0.041772 | 0.068149 | -0.123718 |
| 1678 | 0.135292 | 0.110697 | -0.094379 | -0.094663 | 0.008078 | 0.120881 | 0.044024 | 0.034606 | -0.177058 | -0.041643 | ... | -0.050622 | -0.089769 | 0.039435 | 0.108785 | -0.054977 | -0.095043 | -0.041633 | 0.045293 | 0.063492 | 0.069452 |
| 1679 | 0.227333 | 0.169402 | 0.130208 | 0.180878 | 0.111511 | 0.172060 | -0.065359 | 0.035099 | -0.095974 | -0.080236 | ... | -0.040095 | -0.200633 | -0.108657 | 0.098671 | 0.173098 | -0.341447 | 0.129972 | -0.143453 | 0.057194 | -0.052042 |
| 1680 | -0.292623 | -0.053915 | 0.153673 | -0.083543 | -0.180959 | -0.075339 | 0.027034 | -0.075785 | -0.002134 | 0.088533 | ... | -0.038596 | -0.009873 | 0.080306 | 0.075455 | 0.154459 | -0.088481 | 0.067999 | -0.064222 | 0.033885 | 0.251151 |
| 1681 | 0.023980 | 0.086973 | 0.004599 | 0.080021 | -0.005956 | 0.003148 | -0.069690 | 0.052543 | 0.024956 | 0.015949 | ... | 0.015395 | 0.046224 | -0.090357 | 0.102875 | 0.117840 | -0.011290 | 0.057718 | 0.016619 | 0.029041 | -0.162141 |
1682 rows × 943 columns
pd.DataFrame(fsvd.qi_).to_csv("data/vfactor_lfm.csv")
from sklearn.decomposition import TruncatedSVD
from scipy.sparse import csr_matrix
rating_sparse_mat = csr_matrix(rating_df.fillna(0).values)
tsvd = TruncatedSVD(n_components=10, n_iter=10, random_state=123)
tsvd.fit(rating_sparse_mat)
print(tsvd.explained_variance_ratio_)
print(tsvd.explained_variance_ratio_.sum())
print(tsvd.singular_values_)
[0.15391355 0.04815473 0.0394401 0.02217276 0.02223457 0.01828161 0.01402658 0.0131835 0.0101297 0.0088237 ] 0.35036080311306206 [640.63362257 244.83634567 217.84622472 159.15359872 158.21191449 145.87261327 126.57977312 121.90769963 106.82916176 99.74773976]
factor_mat_tsvd = tsvd.fit_transform(rating_sparse_mat)
factor_mat_tsvd.shape
(943, 10)
tsvd.components_.shape
(10, 1682)
pd.DataFrame(factor_mat_tsvd.dot(tsvd.components_).T)
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 933 | 934 | 935 | 936 | 937 | 938 | 939 | 940 | 941 | 942 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4.251870 | 1.852991 | -0.116478 | 0.602085 | 3.512128 | 2.937755 | 2.003897 | 1.025533 | 0.670473 | 1.306734 | ... | 2.381408 | 2.502614 | 4.036846 | 1.485188 | 4.946769 | 2.586947 | 1.831278 | 2.012785 | 1.370896 | 1.736987 |
| 1 | 2.086154 | -0.107156 | -0.020184 | -0.096876 | 1.335958 | -0.073924 | 1.712386 | 1.531246 | -0.088691 | -0.025704 | ... | 1.210412 | 0.034543 | -0.185921 | -0.185302 | -0.107369 | 0.030414 | 0.327455 | -0.021852 | 0.117239 | 2.077288 |
| 2 | 1.290943 | 0.163035 | 0.091946 | 0.004266 | 0.639500 | 0.233576 | 0.305468 | -0.134812 | 0.017321 | 0.290929 | ... | 0.063974 | 0.245340 | 1.141564 | 0.018546 | 0.764507 | 0.331973 | 0.125948 | 0.295352 | -0.441777 | 1.013656 |
| 3 | 3.559767 | 0.156140 | 0.023767 | -0.120640 | 1.066416 | 1.719601 | 2.600262 | 1.337441 | 0.002811 | 1.864401 | ... | 1.647534 | -0.108950 | 0.352228 | -0.004179 | -0.441146 | -0.108594 | 1.032040 | -0.068985 | 0.248498 | 2.842068 |
| 4 | 0.727131 | -0.205078 | 0.063571 | 0.057302 | 0.243033 | -0.516820 | 2.412865 | 0.068039 | -0.007755 | 0.457177 | ... | -0.201237 | 0.212758 | 0.165250 | -0.157003 | 0.513387 | 0.253674 | -0.042562 | -0.068277 | -0.271849 | 1.250537 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1677 | -0.004199 | 0.005282 | 0.009849 | 0.006190 | -0.001280 | -0.000953 | -0.000302 | 0.000016 | 0.001039 | -0.000537 | ... | 0.000719 | -0.003357 | 0.000879 | 0.000132 | -0.002595 | -0.004397 | 0.007627 | -0.000426 | 0.007238 | -0.004676 |
| 1678 | -0.012596 | 0.015847 | 0.029547 | 0.018571 | -0.003841 | -0.002860 | -0.000906 | 0.000049 | 0.003116 | -0.001612 | ... | 0.002156 | -0.010070 | 0.002636 | 0.000396 | -0.007785 | -0.013190 | 0.022881 | -0.001277 | 0.021715 | -0.014027 |
| 1679 | -0.008397 | 0.010565 | 0.019698 | 0.012381 | -0.002561 | -0.001907 | -0.000604 | 0.000033 | 0.002078 | -0.001074 | ... | 0.001438 | -0.006714 | 0.001757 | 0.000264 | -0.005190 | -0.008793 | 0.015254 | -0.000851 | 0.014477 | -0.009351 |
| 1680 | 0.019837 | 0.000239 | -0.003179 | -0.002901 | -0.000946 | 0.000984 | 0.023179 | 0.025966 | -0.000843 | 0.006975 | ... | 0.007801 | 0.002904 | -0.007333 | 0.000733 | -0.005030 | 0.002019 | 0.002264 | -0.003538 | 0.002003 | 0.026227 |
| 1681 | 0.057875 | -0.000153 | -0.010329 | -0.008073 | 0.005594 | -0.012208 | 0.012469 | 0.015170 | -0.003482 | 0.006097 | ... | 0.002019 | -0.007891 | 0.006154 | 0.008059 | -0.015850 | -0.004640 | 0.002518 | -0.004235 | -0.029343 | 0.027497 |
1682 rows × 943 columns
pd.DataFrame(tsvd.components_.T).to_csv("data/vfactor_truncsvd.csv")
from fancyimpute import SimpleFill, KNN, SoftImpute
x=SimpleFill(fill_method='mean').fit_transform(rating_df)
pd.DataFrame(x)
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 1672 | 1673 | 1674 | 1675 | 1676 | 1677 | 1678 | 1679 | 1680 | 1681 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5.000000 | 3.000000 | 4.000000 | 3.000000 | 3.000000 | 5.000000 | 4.000000 | 1.000000 | 5.000000 | 3.000000 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 1 | 4.000000 | 3.206107 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 3.896321 | 2.000000 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 2 | 3.878319 | 3.206107 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 3.896321 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 3 | 3.878319 | 3.206107 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 3.896321 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 4 | 4.000000 | 3.000000 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 3.896321 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 938 | 3.878319 | 3.206107 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 5.000000 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 939 | 3.878319 | 3.206107 | 3.033333 | 2.000000 | 3.302326 | 3.576923 | 4.000000 | 5.000000 | 3.000000 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 940 | 5.000000 | 3.206107 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 4.000000 | 3.995434 | 3.896321 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 941 | 3.878319 | 3.206107 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 3.896321 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 942 | 3.878319 | 5.000000 | 3.033333 | 3.550239 | 3.302326 | 3.576923 | 3.798469 | 3.995434 | 3.000000 | 3.831461 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
943 rows × 1682 columns
x=KNN(k=5, min_value=1, max_value=5).fit_transform(rating_df)
pd.DataFrame(x)
Imputing row 1/943 with 1410 missing, elapsed time: 6.626 Imputing row 101/943 with 1615 missing, elapsed time: 9.136 Imputing row 201/943 with 1296 missing, elapsed time: 11.707 Imputing row 301/943 with 1407 missing, elapsed time: 14.212 Imputing row 401/943 with 1529 missing, elapsed time: 16.707 Imputing row 501/943 with 1609 missing, elapsed time: 19.224 Imputing row 601/943 with 1534 missing, elapsed time: 21.796 Imputing row 701/943 with 1649 missing, elapsed time: 24.313 Imputing row 801/943 with 1656 missing, elapsed time: 26.829 Imputing row 901/943 with 1558 missing, elapsed time: 29.405 [KNN] Warning: 1165/1586126 still missing after imputation, replacing with 0
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 1672 | 1673 | 1674 | 1675 | 1676 | 1677 | 1678 | 1679 | 1680 | 1681 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5.000000 | 3.000000 | 4.000000 | 3.000000 | 3.000000 | 5.000000 | 4.000000 | 1.000000 | 5.000000 | 3.000000 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 1 | 4.000000 | 3.237369 | 3.778771 | 4.161290 | 3.452055 | 4.245734 | 4.435897 | 4.999999 | 4.401914 | 2.000000 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 2 | 4.400000 | 2.666669 | 1.000008 | 3.000001 | 3.499999 | 3.227273 | 4.000001 | 4.200000 | 4.250000 | 4.999995 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 3 | 4.400000 | 3.000001 | 3.999988 | 2.800000 | 3.499997 | 4.600817 | 4.400000 | 4.200000 | 2.800000 | 4.999995 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 4 | 4.000000 | 3.000000 | 3.146750 | 3.999997 | 3.474439 | 4.999997 | 3.000017 | 3.825696 | 4.200000 | 3.999998 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 938 | 4.000000 | 2.200000 | 3.832935 | 3.800000 | 3.666668 | 4.999996 | 4.600000 | 4.600000 | 5.000000 | 4.999987 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 939 | 3.791045 | 3.000000 | 3.714891 | 2.000000 | 3.352998 | 3.899975 | 4.000000 | 5.000000 | 3.000000 | 4.193252 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 940 | 5.000000 | 2.666668 | 3.067524 | 3.800000 | 3.200000 | 3.000001 | 4.000000 | 3.800000 | 4.749997 | 3.500004 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 941 | 3.666668 | 3.971134 | 3.884713 | 3.820359 | 3.946431 | 4.152005 | 3.499995 | 4.771191 | 4.333332 | 3.000005 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 3.0 | 2.0 | 3.0 | 3.0 |
| 942 | 4.000004 | 5.000000 | 2.779012 | 3.743750 | 3.350625 | 3.578423 | 3.775623 | 4.472906 | 3.000000 | 3.543214 | ... | 3.0 | 4.0 | 3.0 | 2.0 | 3.0 | 1.0 | 1.0 | 1.0 | 3.0 | 3.0 |
943 rows × 1682 columns
sir=SoftImpute(shrinkage_value=0.1, min_value=1, max_value=5)
x=sir.fit_transform(rating_df)
pd.DataFrame(x)
[SoftImpute] Max Singular Value of X_init = 640.633623 [SoftImpute] Iter 1: observed MAE=0.005730 rank=943 [SoftImpute] Iter 2: observed MAE=0.005693 rank=943 [SoftImpute] Iter 3: observed MAE=0.005694 rank=943 [SoftImpute] Iter 4: observed MAE=0.005695 rank=943 [SoftImpute] Iter 5: observed MAE=0.005695 rank=943 [SoftImpute] Iter 6: observed MAE=0.005696 rank=943 [SoftImpute] Iter 7: observed MAE=0.005697 rank=943 [SoftImpute] Iter 8: observed MAE=0.005697 rank=943 [SoftImpute] Iter 9: observed MAE=0.005698 rank=943 [SoftImpute] Iter 10: observed MAE=0.005698 rank=942 [SoftImpute] Iter 11: observed MAE=0.005699 rank=940 [SoftImpute] Iter 12: observed MAE=0.005699 rank=939 [SoftImpute] Iter 13: observed MAE=0.005699 rank=937 [SoftImpute] Iter 14: observed MAE=0.005700 rank=935 [SoftImpute] Iter 15: observed MAE=0.005700 rank=934 [SoftImpute] Iter 16: observed MAE=0.005700 rank=932 [SoftImpute] Iter 17: observed MAE=0.005700 rank=930 [SoftImpute] Iter 18: observed MAE=0.005700 rank=929 [SoftImpute] Iter 19: observed MAE=0.005700 rank=928 [SoftImpute] Iter 20: observed MAE=0.005700 rank=927 [SoftImpute] Iter 21: observed MAE=0.005700 rank=925 [SoftImpute] Iter 22: observed MAE=0.005701 rank=923 [SoftImpute] Iter 23: observed MAE=0.005701 rank=922 [SoftImpute] Iter 24: observed MAE=0.005701 rank=920 [SoftImpute] Iter 25: observed MAE=0.005700 rank=918 [SoftImpute] Iter 26: observed MAE=0.005700 rank=915 [SoftImpute] Iter 27: observed MAE=0.005700 rank=914 [SoftImpute] Iter 28: observed MAE=0.005700 rank=912 [SoftImpute] Iter 29: observed MAE=0.005700 rank=910 [SoftImpute] Iter 30: observed MAE=0.005699 rank=908 [SoftImpute] Iter 31: observed MAE=0.005699 rank=905 [SoftImpute] Iter 32: observed MAE=0.005699 rank=903 [SoftImpute] Iter 33: observed MAE=0.005698 rank=902 [SoftImpute] Iter 34: observed MAE=0.005698 rank=901 [SoftImpute] Iter 35: observed MAE=0.005698 rank=898 [SoftImpute] Iter 36: observed MAE=0.005697 rank=896 [SoftImpute] Iter 37: observed MAE=0.005697 rank=895 [SoftImpute] Iter 38: observed MAE=0.005697 rank=893 [SoftImpute] Iter 39: observed MAE=0.005696 rank=892 [SoftImpute] Iter 40: observed MAE=0.005696 rank=890 [SoftImpute] Iter 41: observed MAE=0.005695 rank=887 [SoftImpute] Iter 42: observed MAE=0.005695 rank=887 [SoftImpute] Iter 43: observed MAE=0.005695 rank=884 [SoftImpute] Iter 44: observed MAE=0.005694 rank=882 [SoftImpute] Iter 45: observed MAE=0.005693 rank=879 [SoftImpute] Iter 46: observed MAE=0.005692 rank=878 [SoftImpute] Iter 47: observed MAE=0.005692 rank=876 [SoftImpute] Iter 48: observed MAE=0.005691 rank=874 [SoftImpute] Iter 49: observed MAE=0.005691 rank=873 [SoftImpute] Iter 50: observed MAE=0.005690 rank=871 [SoftImpute] Iter 51: observed MAE=0.005689 rank=869 [SoftImpute] Iter 52: observed MAE=0.005689 rank=867 [SoftImpute] Iter 53: observed MAE=0.005688 rank=866 [SoftImpute] Iter 54: observed MAE=0.005687 rank=863 [SoftImpute] Iter 55: observed MAE=0.005687 rank=861 [SoftImpute] Iter 56: observed MAE=0.005686 rank=860 [SoftImpute] Iter 57: observed MAE=0.005685 rank=858 [SoftImpute] Iter 58: observed MAE=0.005685 rank=857 [SoftImpute] Iter 59: observed MAE=0.005684 rank=856 [SoftImpute] Iter 60: observed MAE=0.005683 rank=854 [SoftImpute] Iter 61: observed MAE=0.005683 rank=852 [SoftImpute] Iter 62: observed MAE=0.005682 rank=851 [SoftImpute] Iter 63: observed MAE=0.005681 rank=849 [SoftImpute] Iter 64: observed MAE=0.005680 rank=847 [SoftImpute] Iter 65: observed MAE=0.005679 rank=845 [SoftImpute] Iter 66: observed MAE=0.005679 rank=844 [SoftImpute] Iter 67: observed MAE=0.005678 rank=842 [SoftImpute] Iter 68: observed MAE=0.005677 rank=840 [SoftImpute] Iter 69: observed MAE=0.005676 rank=839 [SoftImpute] Iter 70: observed MAE=0.005676 rank=838 [SoftImpute] Iter 71: observed MAE=0.005675 rank=836 [SoftImpute] Iter 72: observed MAE=0.005674 rank=834 [SoftImpute] Iter 73: observed MAE=0.005673 rank=832 [SoftImpute] Iter 74: observed MAE=0.005672 rank=830 [SoftImpute] Iter 75: observed MAE=0.005671 rank=829 [SoftImpute] Iter 76: observed MAE=0.005671 rank=829 [SoftImpute] Iter 77: observed MAE=0.005670 rank=827 [SoftImpute] Iter 78: observed MAE=0.005669 rank=824 [SoftImpute] Stopped after iteration 78 for lambda=0.100000
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 1672 | 1673 | 1674 | 1675 | 1676 | 1677 | 1678 | 1679 | 1680 | 1681 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5.000000 | 3.000000 | 4.000000 | 3.000000 | 3.000000 | 5.000000 | 4.000000 | 1.000000 | 5.000000 | 3.000000 | ... | 1.000106 | 1.000000 | 1.000000 | 1.000000 | 1.012128 | 1.000551 | 1.008356 | 1.004717 | 1.000000 | 1.029518 |
| 1 | 4.000000 | 1.109272 | 1.115459 | 1.016189 | 1.000000 | 1.069890 | 1.136704 | 1.091365 | 1.343307 | 2.000000 | ... | 1.010182 | 1.000744 | 1.007392 | 1.001837 | 1.000000 | 1.000049 | 1.000047 | 1.000000 | 1.008850 | 1.023898 |
| 2 | 1.032459 | 1.088800 | 1.000803 | 1.016347 | 1.073022 | 1.000000 | 1.089108 | 1.002016 | 1.106982 | 1.071377 | ... | 1.019963 | 1.000000 | 1.045376 | 1.017887 | 1.000000 | 1.000000 | 1.043379 | 1.014214 | 1.049204 | 1.000000 |
| 3 | 1.083695 | 1.000000 | 1.061206 | 1.000000 | 1.030917 | 1.089890 | 1.117339 | 1.000000 | 1.080870 | 1.000000 | ... | 1.044379 | 1.022843 | 1.000000 | 1.000000 | 1.050455 | 1.001479 | 1.148950 | 1.074833 | 1.000000 | 1.008071 |
| 4 | 4.000000 | 3.000000 | 1.000791 | 1.125445 | 1.103930 | 1.000000 | 1.391744 | 1.134594 | 1.000000 | 1.125857 | ... | 1.003184 | 1.000000 | 1.007627 | 1.003632 | 1.000000 | 1.000226 | 1.008945 | 1.004458 | 1.014215 | 1.015078 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 938 | 1.358008 | 1.000000 | 1.000000 | 1.000000 | 1.053294 | 1.000721 | 1.022671 | 1.090847 | 5.000000 | 1.087450 | ... | 1.000000 | 1.018318 | 1.020741 | 1.010165 | 1.001798 | 1.000572 | 1.010682 | 1.005227 | 1.013087 | 1.000068 |
| 939 | 1.111877 | 1.251747 | 1.001040 | 2.000000 | 1.045643 | 1.007489 | 4.000000 | 5.000000 | 3.000000 | 1.000000 | ... | 1.005669 | 1.000000 | 1.000000 | 1.000000 | 1.011923 | 1.000000 | 1.013156 | 1.006433 | 1.014582 | 1.007450 |
| 940 | 5.000000 | 1.086817 | 1.034881 | 1.000000 | 1.000000 | 1.003580 | 4.000000 | 1.308020 | 1.182621 | 1.124844 | ... | 1.049971 | 1.000755 | 1.004457 | 1.002969 | 1.006842 | 1.004109 | 1.014111 | 1.006548 | 1.046197 | 1.000000 |
| 941 | 1.184879 | 1.264913 | 1.076702 | 1.000000 | 1.000000 | 1.039682 | 1.003989 | 1.255072 | 1.127056 | 1.054184 | ... | 1.000000 | 1.066139 | 1.001158 | 1.000000 | 1.033811 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 1.000000 |
| 942 | 1.283583 | 5.000000 | 1.313833 | 1.291429 | 1.293749 | 1.024228 | 1.351024 | 1.109179 | 3.000000 | 1.000000 | ... | 1.034658 | 1.000000 | 1.011493 | 1.003215 | 1.026707 | 1.000000 | 1.000000 | 1.000000 | 1.033779 | 1.000000 |
943 rows × 1682 columns
rating_df
| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ... | V1673 | V1674 | V1675 | V1676 | V1677 | V1678 | V1679 | V1680 | V1681 | V1682 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5.0 | 3.0 | 4.0 | 3.0 | 3.0 | 5.0 | 4.0 | 1.0 | 5.0 | 3.0 | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.0 | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 4.0 | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 938 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.0 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 939 | NaN | NaN | NaN | 2.0 | NaN | NaN | 4.0 | 5.0 | 3.0 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 940 | 5.0 | NaN | NaN | NaN | NaN | NaN | 4.0 | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 941 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 942 | NaN | 5.0 | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
943 rows × 1682 columns
stacked_rating_df = rating_df.stack().reset_index()
stacked_rating_df.columns = ["u_id", "i_id", "rating"]
stacked_rating_df
| u_id | i_id | rating | |
|---|---|---|---|
| 0 | 0 | V1 | 5.0 |
| 1 | 0 | V2 | 3.0 |
| 2 | 0 | V3 | 4.0 |
| 3 | 0 | V4 | 3.0 |
| 4 | 0 | V5 | 3.0 |
| ... | ... | ... | ... |
| 99995 | 942 | V1067 | 2.0 |
| 99996 | 942 | V1074 | 4.0 |
| 99997 | 942 | V1188 | 3.0 |
| 99998 | 942 | V1228 | 3.0 |
| 99999 | 942 | V1330 | 3.0 |
100000 rows × 3 columns
from sklearn.metrics import mean_absolute_error
num_of_perturbation = 50
res_df = pd.DataFrame(np.zeros(shape=(num_of_perturbation, 5)), columns=["proposed", "funk svd", "soft impute", "knn impute", "truncated svd"])
for i in range(num_of_perturbation):
print("########### perturbation "+str(i)+" start ############")
train_df = stacked_rating_df.sample(frac=0.8, random_state=i)
test_df = stacked_rating_df.drop(train_df.index.to_list())
mask_train_df = rating_df.copy() * np.nan
mask_test_df = mask_train_df.copy()
for k, v in train_df.iterrows():
u_id = v["u_id"]
i_id = v["i_id"]
mask_train_df.loc[u_id, i_id] = 1
for k, v in test_df.iterrows():
u_id = v["u_id"]
i_id = v["i_id"]
mask_test_df.loc[u_id, i_id] = 1
train_pivot_df = rating_df * mask_train_df
# funk svd
fsvd = FSVD(lr=0.001, reg=0.1, n_epochs=1000, n_factors=10,
early_stopping=True, shuffle=False, min_rating=1, max_rating=5)
fsvd.fit(train_df)
pred_fsvd = fsvd.predict(test_df)
mae_fsvd = mean_absolute_error(test_df["rating"], pred_fsvd)
res_df.loc[i, "funk svd"] = mae_fsvd
# proposed model
Z_pro, W_pro = probabilistic_factorization(train_pivot_df, genre_df)
Y_hat_pro = Z_pro.dot(W_pro.T).T
error_arr = (pd.DataFrame(Y_hat_pro, columns=rating_df.columns) * mask_test_df - rating_df * mask_test_df).stack().reset_index()[0]
mae_pro = np.sum(np.abs(error_arr)) / len(error_arr)
res_df.loc[i, "proposed"] = mae_pro
# truncated svd
rating_sparse_mat = csr_matrix(train_pivot_df.fillna(0).values)
tsvd = TruncatedSVD(n_components=10, n_iter=10, random_state=123)
tsvd.fit(rating_sparse_mat)
factor_mat_tsvd = tsvd.fit_transform(rating_sparse_mat)
Y_hat_tsvd = (factor_mat_tsvd.dot(tsvd.components_).T).T
error_arr = (pd.DataFrame(Y_hat_tsvd, columns=rating_df.columns) * mask_test_df - rating_df * mask_test_df).stack().reset_index()[0]
mae_tsvd = np.sum(np.abs(error_arr)) / len(error_arr)
res_df.loc[i, "truncated svd"] = mae_tsvd
# soft impute
softimputer=SoftImpute(shrinkage_value=0.1, min_value=1, max_value=5)
Y_hat_sir = softimputer.fit_transform(train_pivot_df)
error_arr = (pd.DataFrame(Y_hat_sir, columns=rating_df.columns) * mask_test_df - rating_df * mask_test_df).stack().reset_index()[0]
mae_sir = np.sum(np.abs(error_arr)) / len(error_arr)
res_df.loc[i, "soft impute"] = mae_sir
# KNN impute
Y_hat_knn = KNN(k=5, min_value=1, max_value=5).fit_transform(train_pivot_df)
error_arr = (pd.DataFrame(Y_hat_knn, columns=rating_df.columns) * mask_test_df - rating_df * mask_test_df).stack().reset_index()[0]
mae_knn = np.sum(np.abs(error_arr)) / len(error_arr)
res_df.loc[i, "knn impute"] = mae_knn
########### perturbation 0 start ############ Preprocessing data... 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171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216404.1 tau: 0.08650213 beta: 0.06556024 diff Inf Iteration: 2 ELBO: -129266 tau: 0.7308373 beta: 0.1070868 diff 0.4026637 Iteration: 3 ELBO: -114492 tau: 1.105011 beta: 0.4174492 diff 0.1142914 Iteration: 4 ELBO: -112947.5 tau: 1.153923 beta: 0.8565439 diff 0.0134901 Iteration: 5 ELBO: -112612.5 tau: 1.161559 beta: 1.146479 diff 0.002966286 Iteration: 6 ELBO: -112539.9 tau: 1.162447 beta: 1.307049 diff 0.0006443016 Iteration: 7 ELBO: -112524.2 tau: 1.162267 beta: 1.39118 diff 0.0001400272 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108576.1 tau: 1.202405 beta: 1.83891 diff Inf Iteration: 2 ELBO: -107649.8 tau: 1.208677 beta: 2.091062 diff 0.008531271 Iteration: 3 ELBO: -107316.9 tau: 1.216518 beta: 2.47356 diff 0.003093263 Iteration: 4 ELBO: -106986.7 tau: 1.227088 beta: 2.922868 diff 0.003076042 Iteration: 5 ELBO: -106530.3 tau: 1.243238 beta: 3.40208 diff 0.004266783 Iteration: 6 ELBO: -106067.1 tau: 1.260248 beta: 3.962055 diff 0.004347693 Iteration: 7 ELBO: -105788.6 tau: 1.270293 beta: 4.622025 diff 0.002626002 Iteration: 8 ELBO: -105653.1 tau: 1.274482 beta: 5.359485 diff 0.001280632 Iteration: 9 ELBO: -105578.8 tau: 1.276081 beta: 6.155879 diff 0.0007034322 Iteration: 10 ELBO: -105529.2 tau: 1.276708 beta: 7.002367 diff 0.0004694477 Iteration: 11 ELBO: -105491.3 tau: 1.276956 beta: 7.894375 diff 0.0003589145 Iteration: 12 ELBO: -105459.9 tau: 1.277058 beta: 8.82658 diff 0.0002975276 Iteration: 13 ELBO: -105432.8 tau: 1.277116 beta: 9.791109 diff 0.0002568823 Iteration: 14 ELBO: -105409.2 tau: 1.277168 beta: 10.77792 diff 0.0002243975 Iteration: 15 ELBO: -105388.7 tau: 1.277218 beta: 11.77668 diff 0.0001941979 Iteration: 16 ELBO: -105371.4 tau: 1.277251 beta: 12.77895 diff 0.0001643251 Iteration: 17 ELBO: -105357.1 tau: 1.277249 beta: 13.77828 diff 0.0001358207 Iteration: 18 ELBO: -105345.4 tau: 1.277209 beta: 14.76894 diff 0.000110682 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105192.8 tau: 1.309004 beta: 1.854039 diff Inf Iteration: 2 ELBO: -104185.5 tau: 1.317457 beta: 2.117614 diff 0.009575602 Iteration: 3 ELBO: -103798.7 tau: 1.329495 beta: 2.505372 diff 0.003712475 Iteration: 4 ELBO: -103528.5 tau: 1.339385 beta: 3.008022 diff 0.00260322 Iteration: 5 ELBO: -103344.3 tau: 1.345301 beta: 3.634675 diff 0.001778728 Iteration: 6 ELBO: -103211.3 tau: 1.348666 beta: 4.392798 diff 0.001287429 Iteration: 7 ELBO: -103108.9 tau: 1.350604 beta: 5.293073 diff 0.0009918804 Iteration: 8 ELBO: -103026.2 tau: 1.351767 beta: 6.343642 diff 0.000802343 Iteration: 9 ELBO: -102958.1 tau: 1.352455 beta: 7.548903 diff 0.0006605484 Iteration: 10 ELBO: -102902.1 tau: 1.352806 beta: 8.908657 diff 0.0005444181 Iteration: 11 ELBO: -102855.9 tau: 1.352913 beta: 10.41807 diff 0.0004484505 Iteration: 12 ELBO: -102817.9 tau: 1.352844 beta: 12.06924 diff 0.0003699982 Iteration: 13 ELBO: -102786.3 tau: 1.352653 beta: 13.85217 diff 0.0003068597 Iteration: 14 ELBO: -102760 tau: 1.352379 beta: 15.75508 diff 0.0002562683 Iteration: 15 ELBO: -102737.9 tau: 1.352055 beta: 17.76458 diff 0.0002154054 Iteration: 16 ELBO: -102719.2 tau: 1.3517 beta: 19.86584 diff 0.0001819617 Iteration: 17 ELBO: -102703.3 tau: 1.351332 beta: 22.04286 diff 0.0001541877 Iteration: 18 ELBO: -102689.9 tau: 1.350958 beta: 24.27889 diff 0.0001307956 Iteration: 19 ELBO: -102678.5 tau: 1.350586 beta: 26.55706 diff 0.0001108785 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103139.4 tau: 1.377977 beta: 1.87681 diff Inf Iteration: 2 ELBO: -102185.5 tau: 1.384287 beta: 2.185249 diff 0.00924803 Iteration: 3 ELBO: -101866.1 tau: 1.393464 beta: 2.624603 diff 0.003125389 Iteration: 4 ELBO: -101656.3 tau: 1.400727 beta: 3.186589 diff 0.002060512 Iteration: 5 ELBO: -101510.4 tau: 1.404939 beta: 3.888889 diff 0.001434356 Iteration: 6 ELBO: -101398.3 tau: 1.407464 beta: 4.740135 diff 0.001104936 Iteration: 7 ELBO: -101307 tau: 1.409102 beta: 5.745875 diff 0.0009006505 Iteration: 8 ELBO: -101230.5 tau: 1.410203 beta: 6.910458 diff 0.000754427 Iteration: 9 ELBO: -101165.4 tau: 1.410956 beta: 8.23561 diff 0.0006437509 Iteration: 10 ELBO: -101109 tau: 1.411487 beta: 9.718654 diff 0.000556721 Iteration: 11 ELBO: -101060 tau: 1.411875 beta: 11.35169 diff 0.0004854536 Iteration: 12 ELBO: -101016.9 tau: 1.412173 beta: 13.12151 diff 0.0004255344 Iteration: 13 ELBO: -100979 tau: 1.412417 beta: 15.01016 diff 0.0003752887 Iteration: 14 ELBO: -100945.2 tau: 1.41264 beta: 16.99567 diff 0.0003345989 Iteration: 15 ELBO: -100914.6 tau: 1.412873 beta: 19.0529 diff 0.0003034278 Iteration: 16 ELBO: -100886.3 tau: 1.413149 beta: 21.15471 diff 0.0002809693 Iteration: 17 ELBO: -100859.5 tau: 1.413489 beta: 23.27362 diff 0.0002656232 Iteration: 18 ELBO: -100833.7 tau: 1.413906 beta: 25.38393 diff 0.000255238 Iteration: 19 ELBO: -100808.8 tau: 1.414399 beta: 27.46388 diff 0.000247285 Iteration: 20 ELBO: -100784.7 tau: 1.414952 beta: 29.49716 diff 0.0002390239 Iteration: 21 ELBO: -100761.7 tau: 1.415535 beta: 31.4734 diff 0.0002278161 Iteration: 22 ELBO: -100740.4 tau: 1.41611 beta: 33.38763 diff 0.0002117035 Iteration: 23 ELBO: -100721.2 tau: 1.416634 beta: 35.23876 diff 0.000190219 Iteration: 24 ELBO: -100704.6 tau: 1.41707 beta: 37.02705 diff 0.0001648471 Iteration: 25 ELBO: -100690.7 tau: 1.417403 beta: 38.7518 diff 0.000138329 Iteration: 26 ELBO: -100679.3 tau: 1.417631 beta: 40.41044 diff 0.0001132169 After 27 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101195.5 tau: 1.448321 beta: 1.828891 diff Inf Iteration: 2 ELBO: -100257.2 tau: 1.455835 beta: 2.098022 diff 0.009271928 Iteration: 3 ELBO: -99945.95 tau: 1.464487 beta: 2.508253 diff 0.003104875 Iteration: 4 ELBO: -99737.41 tau: 1.471411 beta: 3.042873 diff 0.002086594 Iteration: 5 ELBO: -99587.65 tau: 1.475673 beta: 3.715293 diff 0.001501497 Iteration: 6 ELBO: -99472 tau: 1.478276 beta: 4.535507 diff 0.001161318 Iteration: 7 ELBO: -99378.82 tau: 1.479893 beta: 5.512534 diff 0.0009366815 Iteration: 8 ELBO: -99302.1 tau: 1.480872 beta: 6.654182 diff 0.0007720449 Iteration: 9 ELBO: -99238.1 tau: 1.481425 beta: 7.964679 diff 0.0006444922 Iteration: 10 ELBO: -99184.44 tau: 1.48168 beta: 9.444472 diff 0.0005407634 Iteration: 11 ELBO: -99139.3 tau: 1.481719 beta: 11.09055 diff 0.0004550336 Iteration: 12 ELBO: -99101.22 tau: 1.481608 beta: 12.89652 diff 0.0003841734 Iteration: 13 ELBO: -99068.97 tau: 1.481392 beta: 14.85277 diff 0.000325345 Iteration: 14 ELBO: -99041.62 tau: 1.481105 beta: 16.94675 diff 0.0002760763 Iteration: 15 ELBO: -99018.4 tau: 1.48077 beta: 19.16355 diff 0.0002345223 Iteration: 16 ELBO: -98998.65 tau: 1.480403 beta: 21.48662 diff 0.0001993758 Iteration: 17 ELBO: -98981.86 tau: 1.480015 beta: 23.89849 diff 0.000169668 Iteration: 18 ELBO: -98967.54 tau: 1.479614 beta: 26.3814 diff 0.0001446147 Iteration: 19 ELBO: -98955.32 tau: 1.479208 beta: 28.91792 diff 0.0001235357 Iteration: 20 ELBO: -98944.85 tau: 1.478801 beta: 31.49131 diff 0.0001058237 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99633.84 tau: 1.507131 beta: 1.8388 diff Inf Iteration: 2 ELBO: -98674.03 tau: 1.513576 beta: 2.143769 diff 0.009633347 Iteration: 3 ELBO: -98364.32 tau: 1.522277 beta: 2.611365 diff 0.00313869 Iteration: 4 ELBO: -98173.61 tau: 1.52825 beta: 3.236086 diff 0.001938829 Iteration: 5 ELBO: -98039.16 tau: 1.531409 beta: 4.030738 diff 0.001369552 Iteration: 6 ELBO: -97934.27 tau: 1.533107 beta: 5.008674 diff 0.001069821 Iteration: 7 ELBO: -97848.18 tau: 1.534046 beta: 6.182828 diff 0.0008791257 Iteration: 8 ELBO: -97775.5 tau: 1.534565 beta: 7.564022 diff 0.0007427425 Iteration: 9 ELBO: -97713.23 tau: 1.534834 beta: 9.159968 diff 0.0006368985 Iteration: 10 ELBO: -97659.37 tau: 1.534941 beta: 10.97468 diff 0.000551147 Iteration: 11 ELBO: -97612.39 tau: 1.534943 beta: 13.00773 diff 0.0004811164 Iteration: 12 ELBO: -97571 tau: 1.534888 beta: 15.25298 diff 0.0004239556 Iteration: 13 ELBO: -97534.29 tau: 1.534812 beta: 17.69756 diff 0.0003762788 Iteration: 14 ELBO: -97501.67 tau: 1.534728 beta: 20.32413 diff 0.000334497 Iteration: 15 ELBO: -97472.7 tau: 1.53463 beta: 23.11459 diff 0.0002970675 Iteration: 16 ELBO: -97446.94 tau: 1.534513 beta: 26.05005 diff 0.0002642798 Iteration: 17 ELBO: -97423.97 tau: 1.534379 beta: 29.10985 diff 0.0002357226 Iteration: 18 ELBO: -97403.47 tau: 1.534233 beta: 32.27206 diff 0.000210441 Iteration: 19 ELBO: -97385.18 tau: 1.534077 beta: 35.51463 diff 0.0001877236 Iteration: 20 ELBO: -97368.9 tau: 1.533909 beta: 38.81654 diff 0.0001672475 Iteration: 21 ELBO: -97354.39 tau: 1.533729 beta: 42.15882 diff 0.0001489679 Iteration: 22 ELBO: -97341.45 tau: 1.533537 beta: 45.5253 diff 0.0001329244 Iteration: 23 ELBO: -97329.86 tau: 1.533335 beta: 48.90291 diff 0.0001190946 Iteration: 24 ELBO: -97319.41 tau: 1.533124 beta: 52.28177 diff 0.0001073495 After 25 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98245.12 tau: 1.559755 beta: 1.889577 diff Inf Iteration: 2 ELBO: -97322.78 tau: 1.564911 beta: 2.242471 diff 0.009388101 Iteration: 3 ELBO: -97030.21 tau: 1.572423 beta: 2.770693 diff 0.003006257 Iteration: 4 ELBO: -96826.32 tau: 1.579125 beta: 3.443645 diff 0.002101237 Iteration: 5 ELBO: -96673.68 tau: 1.583571 beta: 4.275394 diff 0.00157642 Iteration: 6 ELBO: -96554.18 tau: 1.586387 beta: 5.283905 diff 0.00123617 Iteration: 7 ELBO: -96458.73 tau: 1.588128 beta: 6.484073 diff 0.0009885513 Iteration: 8 ELBO: -96381.23 tau: 1.589146 beta: 7.886224 diff 0.0008034194 Iteration: 9 ELBO: -96317.18 tau: 1.589694 beta: 9.495159 diff 0.0006645977 Iteration: 10 ELBO: -96263.49 tau: 1.589937 beta: 11.31084 diff 0.0005574337 Iteration: 11 ELBO: -96218.02 tau: 1.589975 beta: 13.32977 diff 0.000472274 Iteration: 12 ELBO: -96179.19 tau: 1.589874 beta: 15.54542 diff 0.0004036023 Iteration: 13 ELBO: -96145.76 tau: 1.589681 beta: 17.94787 diff 0.0003475512 Iteration: 14 ELBO: -96116.83 tau: 1.589431 beta: 20.52348 diff 0.000300982 Iteration: 15 ELBO: -96091.69 tau: 1.589148 beta: 23.25528 diff 0.000261547 Iteration: 16 ELBO: -96069.81 tau: 1.588847 beta: 26.12364 diff 0.0002276325 Iteration: 17 ELBO: -96050.78 tau: 1.588536 beta: 29.10705 diff 0.0001981367 Iteration: 18 ELBO: -96034.23 tau: 1.588221 beta: 32.18296 diff 0.0001722654 Iteration: 19 ELBO: -96019.88 tau: 1.587903 beta: 35.32852 diff 0.0001494263 Iteration: 20 ELBO: -96007.48 tau: 1.587583 beta: 38.52136 diff 0.000129195 Iteration: 21 ELBO: -95996.79 tau: 1.587261 beta: 41.74023 diff 0.0001112888 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96847.01 tau: 1.615331 beta: 1.897195 diff Inf Iteration: 2 ELBO: -95940.19 tau: 1.620512 beta: 2.251551 diff 0.009363458 Iteration: 3 ELBO: -95647.23 tau: 1.628265 beta: 2.783584 diff 0.003053528 Iteration: 4 ELBO: -95452.24 tau: 1.634539 beta: 3.478287 diff 0.002038637 Iteration: 5 ELBO: -95310.18 tau: 1.638259 beta: 4.350901 diff 0.001488247 Iteration: 6 ELBO: -95198.35 tau: 1.640441 beta: 5.417082 diff 0.001173354 Iteration: 7 ELBO: -95107.4 tau: 1.641758 beta: 6.690542 diff 0.0009553793 Iteration: 8 ELBO: -95032.54 tau: 1.64252 beta: 8.182361 diff 0.0007870932 Iteration: 9 ELBO: -94970.34 tau: 1.642902 beta: 9.899381 diff 0.0006545201 Iteration: 10 ELBO: -94918.2 tau: 1.643022 beta: 11.84319 diff 0.0005490735 Iteration: 11 ELBO: -94874.2 tau: 1.642956 beta: 14.01027 diff 0.0004635551 Iteration: 12 ELBO: -94836.91 tau: 1.64275 beta: 16.39319 diff 0.0003929658 Iteration: 13 ELBO: -94805.19 tau: 1.642438 beta: 18.98209 diff 0.0003345412 Iteration: 14 ELBO: -94777.99 tau: 1.642047 beta: 21.76589 diff 0.0002868406 Iteration: 15 ELBO: -94754.41 tau: 1.641604 beta: 24.73301 diff 0.0002488087 Iteration: 16 ELBO: -94733.62 tau: 1.641137 beta: 27.87198 diff 0.0002194205 Iteration: 17 ELBO: -94714.89 tau: 1.640672 beta: 31.17211 diff 0.0001977637 Iteration: 18 ELBO: -94697.53 tau: 1.640233 beta: 34.62441 diff 0.0001831967 Iteration: 19 ELBO: -94680.92 tau: 1.639844 beta: 38.22254 diff 0.0001754048 Iteration: 20 ELBO: -94664.42 tau: 1.639533 beta: 41.96356 diff 0.0001743025 Iteration: 21 ELBO: -94647.41 tau: 1.639326 beta: 45.84802 diff 0.0001797396 Iteration: 22 ELBO: -94629.33 tau: 1.639252 beta: 49.87872 diff 0.0001909667 Iteration: 23 ELBO: -94609.85 tau: 1.639331 beta: 54.05833 diff 0.0002059039 Iteration: 24 ELBO: -94588.98 tau: 1.639568 beta: 58.3863 diff 0.0002205688 Iteration: 25 ELBO: -94567.27 tau: 1.639934 beta: 62.85699 diff 0.000229487 Iteration: 26 ELBO: -94545.73 tau: 1.640367 beta: 67.46006 diff 0.000227773 Iteration: 27 ELBO: -94525.51 tau: 1.640787 beta: 72.18232 diff 0.0002139234 Iteration: 28 ELBO: -94507.48 tau: 1.641123 beta: 77.00903 diff 0.0001906939 Iteration: 29 ELBO: -94492.07 tau: 1.641336 beta: 81.92438 diff 0.0001630529 Iteration: 30 ELBO: -94479.27 tau: 1.64142 beta: 86.91183 diff 0.0001354446 Iteration: 31 ELBO: -94468.83 tau: 1.641387 beta: 91.95481 diff 0.0001105471 After 32 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95582.37 tau: 1.668231 beta: 1.862859 diff Inf Iteration: 2 ELBO: -94667.89 tau: 1.673824 beta: 2.19202 diff 0.009567455 Iteration: 3 ELBO: -94383.99 tau: 1.681303 beta: 2.693019 diff 0.00299883 Iteration: 4 ELBO: -94198.7 tau: 1.687163 beta: 3.352242 diff 0.001963207 Iteration: 5 ELBO: -94063.88 tau: 1.69058 beta: 4.185389 diff 0.001431223 Iteration: 6 ELBO: -93957.55 tau: 1.692505 beta: 5.21108 diff 0.001130389 Iteration: 7 ELBO: -93869.9 tau: 1.693588 beta: 6.447057 diff 0.0009329244 Iteration: 8 ELBO: -93795.8 tau: 1.694177 beta: 7.908208 diff 0.0007892902 Iteration: 9 ELBO: -93732.22 tau: 1.694467 beta: 9.604746 diff 0.0006779338 Iteration: 10 ELBO: -93677.18 tau: 1.694573 beta: 11.54095 diff 0.0005871342 Iteration: 11 ELBO: -93629.42 tau: 1.694561 beta: 13.71485 diff 0.0005098551 Iteration: 12 ELBO: -93588.02 tau: 1.694465 beta: 16.11851 diff 0.0004421695 Iteration: 13 ELBO: -93552.27 tau: 1.694305 beta: 18.73856 diff 0.0003820166 Iteration: 14 ELBO: -93521.55 tau: 1.694088 beta: 21.55703 diff 0.0003283449 Iteration: 15 ELBO: -93495.29 tau: 1.693819 beta: 24.55257 diff 0.0002808004 Iteration: 16 ELBO: -93472.91 tau: 1.693503 beta: 27.70203 diff 0.0002394101 Iteration: 17 ELBO: -93453.82 tau: 1.693146 beta: 30.98195 diff 0.0002041803 Iteration: 18 ELBO: -93437.48 tau: 1.692757 beta: 34.36985 diff 0.0001748406 Iteration: 19 ELBO: -93423.39 tau: 1.692344 beta: 37.84526 diff 0.0001508226 Iteration: 20 ELBO: -93411.12 tau: 1.691918 beta: 41.39033 diff 0.0001313841 Iteration: 21 ELBO: -93400.3 tau: 1.691487 beta: 44.99023 diff 0.0001157491 Iteration: 22 ELBO: -93390.67 tau: 1.691057 beta: 48.63317 diff 0.000103197 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94367.15 tau: 1.720796 beta: 1.904445 diff Inf Iteration: 2 ELBO: -93450.69 tau: 1.726885 beta: 2.235023 diff 0.00971167 Iteration: 3 ELBO: -93172.55 tau: 1.733932 beta: 2.756382 diff 0.002976232 Iteration: 4 ELBO: -92990.98 tau: 1.739213 beta: 3.452065 diff 0.001948842 Iteration: 5 ELBO: -92854.81 tau: 1.742323 beta: 4.339982 diff 0.001464326 Iteration: 6 ELBO: -92744.56 tau: 1.744196 beta: 5.442407 diff 0.001187258 Iteration: 7 ELBO: -92652.71 tau: 1.745341 beta: 6.780281 diff 0.0009904316 Iteration: 8 ELBO: -92575.3 tau: 1.746002 beta: 8.371035 diff 0.0008354574 Iteration: 9 ELBO: -92509.6 tau: 1.746328 beta: 10.22666 diff 0.0007096502 Iteration: 10 ELBO: -92453.64 tau: 1.746423 beta: 12.35239 diff 0.0006049498 Iteration: 11 ELBO: -92405.93 tau: 1.746349 beta: 14.74646 diff 0.0005160126 Iteration: 12 ELBO: -92365.27 tau: 1.746147 beta: 17.40067 diff 0.0004400474 Iteration: 13 ELBO: -92330.59 tau: 1.745846 beta: 20.30134 diff 0.0003754306 Iteration: 14 ELBO: -92300.97 tau: 1.74547 beta: 23.43049 diff 0.0003208617 Iteration: 15 ELBO: -92275.58 tau: 1.745042 beta: 26.76681 diff 0.000275104 Iteration: 16 ELBO: -92253.72 tau: 1.744582 beta: 30.28651 diff 0.0002368861 Iteration: 17 ELBO: -92234.81 tau: 1.744106 beta: 33.96416 diff 0.0002049282 Iteration: 18 ELBO: -92218.39 tau: 1.743626 beta: 37.77344 diff 0.0001780531 Iteration: 19 ELBO: -92204.07 tau: 1.743153 beta: 41.68818 diff 0.0001552737 Iteration: 20 ELBO: -92191.55 tau: 1.742689 beta: 45.68313 diff 0.000135814 Iteration: 21 ELBO: -92180.57 tau: 1.742239 beta: 49.7348 diff 0.0001190816 Iteration: 22 ELBO: -92170.92 tau: 1.741802 beta: 53.82193 diff 0.0001046254 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.439337 [SoftImpute] Iter 1: observed MAE=0.006666 rank=943 [SoftImpute] Iter 2: observed MAE=0.006577 rank=943 [SoftImpute] Iter 3: observed MAE=0.006578 rank=943 [SoftImpute] Iter 4: observed MAE=0.006578 rank=943 [SoftImpute] Iter 5: observed MAE=0.006578 rank=943 [SoftImpute] Iter 6: observed MAE=0.006579 rank=942 [SoftImpute] Iter 7: observed MAE=0.006579 rank=942 [SoftImpute] Iter 8: observed MAE=0.006579 rank=940 [SoftImpute] Iter 9: observed MAE=0.006579 rank=937 [SoftImpute] Iter 10: observed MAE=0.006579 rank=937 [SoftImpute] Iter 11: observed MAE=0.006580 rank=936 [SoftImpute] Iter 12: observed MAE=0.006580 rank=934 [SoftImpute] Iter 13: observed MAE=0.006580 rank=932 [SoftImpute] Iter 14: observed MAE=0.006579 rank=929 [SoftImpute] Iter 15: observed MAE=0.006579 rank=928 [SoftImpute] Iter 16: observed MAE=0.006579 rank=926 [SoftImpute] Iter 17: observed MAE=0.006578 rank=924 [SoftImpute] Iter 18: observed MAE=0.006578 rank=923 [SoftImpute] Iter 19: observed MAE=0.006578 rank=920 [SoftImpute] Iter 20: observed MAE=0.006577 rank=918 [SoftImpute] Iter 21: observed MAE=0.006576 rank=915 [SoftImpute] Iter 22: observed MAE=0.006576 rank=914 [SoftImpute] Iter 23: observed MAE=0.006575 rank=912 [SoftImpute] Iter 24: observed MAE=0.006575 rank=910 [SoftImpute] Iter 25: observed MAE=0.006574 rank=908 [SoftImpute] Iter 26: observed MAE=0.006573 rank=905 [SoftImpute] Iter 27: observed MAE=0.006573 rank=903 [SoftImpute] Iter 28: observed MAE=0.006572 rank=900 [SoftImpute] Iter 29: observed MAE=0.006571 rank=898 [SoftImpute] Iter 30: observed MAE=0.006570 rank=896 [SoftImpute] Iter 31: observed MAE=0.006569 rank=895 [SoftImpute] Iter 32: observed MAE=0.006568 rank=893 [SoftImpute] Iter 33: observed MAE=0.006567 rank=892 [SoftImpute] Iter 34: observed MAE=0.006566 rank=889 [SoftImpute] Iter 35: observed MAE=0.006565 rank=886 [SoftImpute] Iter 36: observed MAE=0.006564 rank=885 [SoftImpute] Iter 37: observed MAE=0.006563 rank=881 [SoftImpute] Iter 38: observed MAE=0.006562 rank=879 [SoftImpute] Iter 39: observed MAE=0.006560 rank=877 [SoftImpute] Iter 40: observed MAE=0.006559 rank=876 [SoftImpute] Iter 41: observed MAE=0.006558 rank=874 [SoftImpute] Iter 42: observed MAE=0.006557 rank=871 [SoftImpute] Iter 43: observed MAE=0.006556 rank=870 [SoftImpute] Iter 44: observed MAE=0.006555 rank=867 [SoftImpute] Iter 45: observed MAE=0.006554 rank=865 [SoftImpute] Iter 46: observed MAE=0.006552 rank=863 [SoftImpute] Iter 47: observed MAE=0.006551 rank=862 [SoftImpute] Iter 48: observed MAE=0.006550 rank=861 [SoftImpute] Iter 49: observed MAE=0.006549 rank=859 [SoftImpute] Iter 50: observed MAE=0.006548 rank=857 [SoftImpute] Iter 51: observed MAE=0.006547 rank=854 [SoftImpute] Iter 52: observed MAE=0.006545 rank=852 [SoftImpute] Iter 53: observed MAE=0.006544 rank=850 [SoftImpute] Iter 54: observed MAE=0.006542 rank=848 [SoftImpute] Iter 55: observed MAE=0.006541 rank=846 [SoftImpute] Iter 56: observed MAE=0.006539 rank=845 [SoftImpute] Iter 57: observed MAE=0.006538 rank=843 [SoftImpute] Iter 58: observed MAE=0.006537 rank=842 [SoftImpute] Iter 59: observed MAE=0.006535 rank=840 [SoftImpute] Iter 60: observed MAE=0.006534 rank=838 [SoftImpute] Iter 61: observed MAE=0.006533 rank=837 [SoftImpute] Iter 62: observed MAE=0.006531 rank=834 [SoftImpute] Iter 63: observed MAE=0.006530 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1468 missing, elapsed time: 4.937 Imputing row 101/943 with 1633 missing, elapsed time: 6.749 Imputing row 201/943 with 1378 missing, elapsed time: 8.265 Imputing row 301/943 with 1462 missing, elapsed time: 9.748 Imputing row 401/943 with 1557 missing, elapsed time: 11.223 Imputing row 501/943 with 1625 missing, elapsed time: 12.697 Imputing row 601/943 with 1560 missing, elapsed time: 14.277 Imputing row 701/943 with 1658 missing, elapsed time: 15.772 Imputing row 801/943 with 1662 missing, elapsed time: 17.278 Imputing row 901/943 with 1585 missing, elapsed time: 18.764 [KNN] Warning: 39666/1586126 still missing after imputation, replacing with 0 ########### perturbation 1 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216017.5 tau: 0.08743198 beta: 0.0625353 diff Inf Iteration: 2 ELBO: -130096.8 tau: 0.7160926 beta: 0.1023921 diff 0.3977487 Iteration: 3 ELBO: -114853.8 tau: 1.095025 beta: 0.3967965 diff 0.1171668 Iteration: 4 ELBO: -113110 tau: 1.149699 beta: 0.8060363 diff 0.01518275 Iteration: 5 ELBO: -112729.2 tau: 1.158675 beta: 1.0813 diff 0.003366405 Iteration: 6 ELBO: -112647 tau: 1.159794 beta: 1.237051 diff 0.0007294299 Iteration: 7 ELBO: -112629.3 tau: 1.159631 beta: 1.320047 diff 0.0001569532 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108670.6 tau: 1.19933 beta: 1.844459 diff Inf Iteration: 2 ELBO: -107722.7 tau: 1.206149 beta: 2.077489 diff 0.008722457 Iteration: 3 ELBO: -107366.7 tau: 1.215423 beta: 2.430845 diff 0.003304515 Iteration: 4 ELBO: -107107.8 tau: 1.223702 beta: 2.891131 diff 0.002412044 Iteration: 5 ELBO: -106878.3 tau: 1.23087 beta: 3.449292 diff 0.002142091 Iteration: 6 ELBO: -106618.9 tau: 1.239118 beta: 4.086326 diff 0.002427531 Iteration: 7 ELBO: -106299.4 tau: 1.249858 beta: 4.784239 diff 0.002996657 Iteration: 8 ELBO: -105982.7 tau: 1.26094 beta: 5.552664 diff 0.002979244 Iteration: 9 ELBO: -105757.9 tau: 1.26875 beta: 6.411325 diff 0.00212077 Iteration: 10 ELBO: -105629.4 tau: 1.272808 beta: 7.349688 diff 0.001215195 Iteration: 11 ELBO: -105559 tau: 1.274526 beta: 8.338978 diff 0.0006669846 Iteration: 12 ELBO: -105517 tau: 1.275129 beta: 9.357346 diff 0.0003972222 Iteration: 13 ELBO: -105488.7 tau: 1.275273 beta: 10.3912 diff 0.0002683088 Iteration: 14 ELBO: -105467.6 tau: 1.27524 beta: 11.43136 diff 0.0002001657 Iteration: 15 ELBO: -105450.9 tau: 1.275138 beta: 12.47077 diff 0.0001580925 Iteration: 16 ELBO: -105437.4 tau: 1.275009 beta: 13.50315 diff 0.0001284939 Iteration: 17 ELBO: -105426.2 tau: 1.27487 beta: 14.52246 diff 0.00010588 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105271.3 tau: 1.305587 beta: 1.897555 diff Inf Iteration: 2 ELBO: -104286.8 tau: 1.312691 beta: 2.189895 diff 0.009352061 Iteration: 3 ELBO: -103890.6 tau: 1.325089 beta: 2.587087 diff 0.00379962 Iteration: 4 ELBO: -103607.8 tau: 1.335695 beta: 3.095765 diff 0.002721605 Iteration: 5 ELBO: -103421.7 tau: 1.34175 beta: 3.744787 diff 0.001796648 Iteration: 6 ELBO: -103290.2 tau: 1.345054 beta: 4.539701 diff 0.001271476 Iteration: 7 ELBO: -103190.6 tau: 1.346944 beta: 5.480088 diff 0.0009643866 Iteration: 8 ELBO: -103112.6 tau: 1.348028 beta: 6.564281 diff 0.0007558692 Iteration: 9 ELBO: -103050.2 tau: 1.348608 beta: 7.789094 diff 0.000604287 Iteration: 10 ELBO: -102999.6 tau: 1.34887 beta: 9.148997 diff 0.0004918436 Iteration: 11 ELBO: -102957.7 tau: 1.348933 beta: 10.63603 diff 0.0004059341 Iteration: 12 ELBO: -102923 tau: 1.348865 beta: 12.24016 diff 0.000337716 Iteration: 13 ELBO: -102894 tau: 1.348706 beta: 13.94958 diff 0.0002820201 Iteration: 14 ELBO: -102869.7 tau: 1.348481 beta: 15.75098 diff 0.0002359836 Iteration: 15 ELBO: -102849.3 tau: 1.34821 beta: 17.62978 diff 0.0001977963 Iteration: 16 ELBO: -102832.2 tau: 1.347908 beta: 19.57063 diff 0.0001660915 Iteration: 17 ELBO: -102817.9 tau: 1.347585 beta: 21.55783 diff 0.0001397479 Iteration: 18 ELBO: -102805.8 tau: 1.34725 beta: 23.57592 diff 0.0001178345 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103222.5 tau: 1.375217 beta: 1.87021 diff Inf Iteration: 2 ELBO: -102279 tau: 1.381 beta: 2.186067 diff 0.009139816 Iteration: 3 ELBO: -101957 tau: 1.389918 beta: 2.646024 diff 0.003148207 Iteration: 4 ELBO: -101743.5 tau: 1.397299 beta: 3.224172 diff 0.002094554 Iteration: 5 ELBO: -101593.5 tau: 1.401764 beta: 3.934681 diff 0.001474685 Iteration: 6 ELBO: -101475.8 tau: 1.404551 beta: 4.787625 diff 0.001157744 Iteration: 7 ELBO: -101375 tau: 1.406627 beta: 5.78417 diff 0.0009933942 Iteration: 8 ELBO: -101283.9 tau: 1.408476 beta: 6.918904 diff 0.0008992572 Iteration: 9 ELBO: -101199.4 tau: 1.410295 beta: 8.181973 diff 0.0008340842 Iteration: 10 ELBO: -101121.3 tau: 1.412084 beta: 9.562629 diff 0.0007712575 Iteration: 11 ELBO: -101050.5 tau: 1.413763 beta: 11.05061 diff 0.0007005382 Iteration: 12 ELBO: -100988 tau: 1.415247 beta: 12.63372 diff 0.0006186935 Iteration: 13 ELBO: -100935.2 tau: 1.41645 beta: 14.29715 diff 0.0005225888 Iteration: 14 ELBO: -100893.3 tau: 1.417285 beta: 16.02746 diff 0.0004153921 Iteration: 15 ELBO: -100861.4 tau: 1.417745 beta: 17.81097 diff 0.0003156948 Iteration: 16 ELBO: -100837.4 tau: 1.417914 beta: 19.63182 diff 0.0002380427 Iteration: 17 ELBO: -100819 tau: 1.417895 beta: 21.47399 diff 0.0001822687 Iteration: 18 ELBO: -100804.6 tau: 1.417766 beta: 23.32282 diff 0.0001427414 Iteration: 19 ELBO: -100793.1 tau: 1.417576 beta: 25.16538 diff 0.0001142241 After 20 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101172.3 tau: 1.448764 beta: 1.844226 diff Inf Iteration: 2 ELBO: -100233.3 tau: 1.455989 beta: 2.127474 diff 0.009281874 Iteration: 3 ELBO: -99917.43 tau: 1.464765 beta: 2.555702 diff 0.003151118 Iteration: 4 ELBO: -99709.33 tau: 1.471756 beta: 3.109182 diff 0.002082734 Iteration: 5 ELBO: -99564.15 tau: 1.475873 beta: 3.805197 diff 0.001456072 Iteration: 6 ELBO: -99453.55 tau: 1.478179 beta: 4.659678 diff 0.001110842 Iteration: 7 ELBO: -99362.73 tau: 1.479561 beta: 5.684438 diff 0.000913213 Iteration: 8 ELBO: -99285.19 tau: 1.480454 beta: 6.889581 diff 0.0007803677 Iteration: 9 ELBO: -99217.96 tau: 1.481048 beta: 8.284083 diff 0.0006771017 Iteration: 10 ELBO: -99159.45 tau: 1.481429 beta: 9.874781 diff 0.0005896613 Iteration: 11 ELBO: -99108.6 tau: 1.481645 beta: 11.66484 diff 0.0005128195 Iteration: 12 ELBO: -99064.54 tau: 1.481733 beta: 13.6528 diff 0.0004446404 Iteration: 13 ELBO: -99026.47 tau: 1.48172 beta: 15.8322 diff 0.0003842569 Iteration: 14 ELBO: -98993.71 tau: 1.481629 beta: 18.19146 diff 0.0003308307 Iteration: 15 ELBO: -98965.65 tau: 1.481476 beta: 20.7144 diff 0.0002834212 Iteration: 16 ELBO: -98941.77 tau: 1.481273 beta: 23.38118 diff 0.000241341 Iteration: 17 ELBO: -98921.56 tau: 1.481028 beta: 26.16927 diff 0.0002042509 Iteration: 18 ELBO: -98904.55 tau: 1.480749 beta: 29.05448 diff 0.000171924 Iteration: 19 ELBO: -98890.3 tau: 1.480443 beta: 32.01194 diff 0.0001440805 Iteration: 20 ELBO: -98878.4 tau: 1.480116 beta: 35.01726 diff 0.0001203718 Iteration: 21 ELBO: -98868.47 tau: 1.479776 beta: 38.04732 diff 0.0001003952 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99607.76 tau: 1.508253 beta: 1.833559 diff Inf Iteration: 2 ELBO: -98673.8 tau: 1.51377 beta: 2.143826 diff 0.009376358 Iteration: 3 ELBO: -98366.58 tau: 1.521825 beta: 2.608925 diff 0.0031135 Iteration: 4 ELBO: -98164.88 tau: 1.528351 beta: 3.20865 diff 0.002050426 Iteration: 5 ELBO: -98020.33 tau: 1.532369 beta: 3.954721 diff 0.001472556 Iteration: 6 ELBO: -97910.16 tau: 1.534731 beta: 4.86115 diff 0.001123923 Iteration: 7 ELBO: -97822.45 tau: 1.536101 beta: 5.938756 diff 0.0008958322 Iteration: 8 ELBO: -97750.35 tau: 1.536886 beta: 7.194635 diff 0.0007371015 Iteration: 9 ELBO: -97690.11 tau: 1.537296 beta: 8.632123 diff 0.0006162166 Iteration: 10 ELBO: -97639.39 tau: 1.537447 beta: 10.25084 diff 0.0005192453 Iteration: 11 ELBO: -97596.43 tau: 1.537411 beta: 12.04699 diff 0.0004399825 Iteration: 12 ELBO: -97559.83 tau: 1.537239 beta: 14.01389 diff 0.0003749652 Iteration: 13 ELBO: -97528.44 tau: 1.53697 beta: 16.14261 diff 0.0003217646 Iteration: 14 ELBO: -97501.28 tau: 1.536636 beta: 18.42272 diff 0.0002784576 Iteration: 15 ELBO: -97477.55 tau: 1.536262 beta: 20.8431 diff 0.0002434465 Iteration: 16 ELBO: -97456.55 tau: 1.535866 beta: 23.39271 diff 0.00021538 Iteration: 17 ELBO: -97437.73 tau: 1.535462 beta: 26.06143 diff 0.000193107 Iteration: 18 ELBO: -97420.62 tau: 1.535062 beta: 28.84077 diff 0.0001756473 Iteration: 19 ELBO: -97404.82 tau: 1.534673 beta: 31.72446 diff 0.0001621726 Iteration: 20 ELBO: -97390.01 tau: 1.534298 beta: 34.70884 diff 0.000151994 Iteration: 21 ELBO: -97375.94 tau: 1.533943 beta: 37.79297 diff 0.0001445508 Iteration: 22 ELBO: -97362.36 tau: 1.53361 beta: 40.97835 diff 0.0001393852 Iteration: 23 ELBO: -97349.11 tau: 1.533302 beta: 44.26827 diff 0.0001360994 Iteration: 24 ELBO: -97336.04 tau: 1.533024 beta: 47.66679 diff 0.0001342942 Iteration: 25 ELBO: -97323.04 tau: 1.532782 beta: 51.17728 diff 0.0001335015 Iteration: 26 ELBO: -97310.09 tau: 1.532578 beta: 54.80083 diff 0.0001331224 Iteration: 27 ELBO: -97297.2 tau: 1.532414 beta: 58.53464 diff 0.0001323978 Iteration: 28 ELBO: -97284.51 tau: 1.53229 beta: 62.37094 diff 0.0001304578 Iteration: 29 ELBO: -97272.21 tau: 1.532199 beta: 66.29653 diff 0.0001264941 Iteration: 30 ELBO: -97260.53 tau: 1.532128 beta: 70.29325 diff 0.0001200228 Iteration: 31 ELBO: -97249.73 tau: 1.532065 beta: 74.33926 diff 0.0001110858 Iteration: 32 ELBO: -97239.98 tau: 1.531997 beta: 78.41133 diff 0.0001002446 After 33 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98302.24 tau: 1.558363 beta: 1.847268 diff Inf Iteration: 2 ELBO: -97367.65 tau: 1.564668 beta: 2.156392 diff 0.009507289 Iteration: 3 ELBO: -97084.69 tau: 1.571826 beta: 2.636968 diff 0.002906038 Iteration: 4 ELBO: -96899.71 tau: 1.577399 beta: 3.259718 diff 0.001905368 Iteration: 5 ELBO: -96760.6 tau: 1.581014 beta: 4.029992 diff 0.001435592 Iteration: 6 ELBO: -96648.91 tau: 1.58342 beta: 4.95935 diff 0.001154386 Iteration: 7 ELBO: -96557.26 tau: 1.585041 beta: 6.058476 diff 0.0009481852 Iteration: 8 ELBO: -96481.58 tau: 1.586091 beta: 7.335346 diff 0.0007838619 Iteration: 9 ELBO: -96418.64 tau: 1.586712 beta: 8.794583 diff 0.0006523169 Iteration: 10 ELBO: -96365.86 tau: 1.58702 beta: 10.43693 diff 0.0005474302 Iteration: 11 ELBO: -96321.22 tau: 1.587103 beta: 12.25916 diff 0.0004632574 Iteration: 12 ELBO: -96283.16 tau: 1.58703 beta: 14.25444 diff 0.0003950859 Iteration: 13 ELBO: -96250.48 tau: 1.58685 beta: 16.41287 diff 0.0003394376 Iteration: 14 ELBO: -96222.2 tau: 1.586598 beta: 18.72197 diff 0.000293759 Iteration: 15 ELBO: -96197.56 tau: 1.586306 beta: 21.16684 diff 0.0002560802 Iteration: 16 ELBO: -96175.95 tau: 1.585994 beta: 23.73017 diff 0.0002246589 Iteration: 17 ELBO: -96156.92 tau: 1.585678 beta: 26.39271 diff 0.0001978299 Iteration: 18 ELBO: -96140.18 tau: 1.585366 beta: 29.13415 diff 0.00017414 Iteration: 19 ELBO: -96125.51 tau: 1.585055 beta: 31.93457 diff 0.0001526154 Iteration: 20 ELBO: -96112.73 tau: 1.584743 beta: 34.77547 diff 0.0001328892 Iteration: 21 ELBO: -96101.68 tau: 1.584424 beta: 37.64026 diff 0.0001150197 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96911.26 tau: 1.612515 beta: 1.897016 diff Inf Iteration: 2 ELBO: -96001.34 tau: 1.617573 beta: 2.251089 diff 0.009389174 Iteration: 3 ELBO: -95707.31 tau: 1.625447 beta: 2.778626 diff 0.003062759 Iteration: 4 ELBO: -95506.45 tau: 1.632025 beta: 3.465402 diff 0.002098728 Iteration: 5 ELBO: -95357.96 tau: 1.636087 beta: 4.332633 diff 0.001554712 Iteration: 6 ELBO: -95241.74 tau: 1.638503 beta: 5.403042 diff 0.001218814 Iteration: 7 ELBO: -95147.6 tau: 1.639934 beta: 6.696433 diff 0.0009883906 Iteration: 8 ELBO: -95069.62 tau: 1.640761 beta: 8.228578 diff 0.0008195811 Iteration: 9 ELBO: -95004.22 tau: 1.641194 beta: 10.01024 diff 0.000687935 Iteration: 10 ELBO: -94949.11 tau: 1.641348 beta: 12.04728 diff 0.000580063 Iteration: 11 ELBO: -94902.6 tau: 1.64129 beta: 14.34089 diff 0.0004898896 Iteration: 12 ELBO: -94863.24 tau: 1.641072 beta: 16.88714 diff 0.0004146609 Iteration: 13 ELBO: -94829.85 tau: 1.640738 beta: 19.67711 diff 0.0003520635 Iteration: 14 ELBO: -94801.41 tau: 1.640321 beta: 22.69754 diff 0.0002998555 Iteration: 15 ELBO: -94777.13 tau: 1.63985 beta: 25.93182 diff 0.0002561411 Iteration: 16 ELBO: -94756.33 tau: 1.639345 beta: 29.36075 diff 0.0002194328 Iteration: 17 ELBO: -94738.46 tau: 1.638819 beta: 32.96332 diff 0.0001885687 Iteration: 18 ELBO: -94723.06 tau: 1.638285 beta: 36.7173 diff 0.0001626048 Iteration: 19 ELBO: -94709.73 tau: 1.637752 beta: 40.59987 diff 0.0001407387 Iteration: 20 ELBO: -94698.15 tau: 1.637227 beta: 44.58812 diff 0.0001222736 Iteration: 21 ELBO: -94688.05 tau: 1.636714 beta: 48.65956 diff 0.0001066083 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95670.96 tau: 1.664494 beta: 1.85835 diff Inf Iteration: 2 ELBO: -94757.62 tau: 1.670251 beta: 2.190869 diff 0.009546654 Iteration: 3 ELBO: -94469.62 tau: 1.677719 beta: 2.707094 diff 0.003039392 Iteration: 4 ELBO: -94277.77 tau: 1.683727 beta: 3.390135 diff 0.002030743 Iteration: 5 ELBO: -94137.17 tau: 1.687329 beta: 4.254951 diff 0.001491331 Iteration: 6 ELBO: -94026.69 tau: 1.689407 beta: 5.321075 diff 0.00117368 Iteration: 7 ELBO: -93936.52 tau: 1.690606 beta: 6.605921 diff 0.0009589049 Iteration: 8 ELBO: -93861.71 tau: 1.691251 beta: 8.124141 diff 0.0007964231 Iteration: 9 ELBO: -93799.12 tau: 1.691515 beta: 9.886272 diff 0.0006668929 Iteration: 10 ELBO: -93746.41 tau: 1.691512 beta: 11.89764 diff 0.0005619238 Iteration: 11 ELBO: -93701.77 tau: 1.691325 beta: 14.15793 diff 0.0004761259 Iteration: 12 ELBO: -93663.78 tau: 1.691013 beta: 16.66119 diff 0.0004055093 Iteration: 13 ELBO: -93631.27 tau: 1.690619 beta: 19.39629 diff 0.0003470824 Iteration: 14 ELBO: -93603.31 tau: 1.690175 beta: 22.34768 diff 0.0002986047 Iteration: 15 ELBO: -93579.12 tau: 1.689705 beta: 25.49634 diff 0.0002583788 Iteration: 16 ELBO: -93558.06 tau: 1.689226 beta: 28.82072 diff 0.000225078 Iteration: 17 ELBO: -93539.57 tau: 1.688752 beta: 32.29758 diff 0.0001976207 Iteration: 18 ELBO: -93523.19 tau: 1.688298 beta: 35.90259 diff 0.00017509 Iteration: 19 ELBO: -93508.54 tau: 1.687871 beta: 39.61085 diff 0.0001566847 Iteration: 20 ELBO: -93495.29 tau: 1.68748 beta: 43.3973 diff 0.0001416898 Iteration: 21 ELBO: -93483.19 tau: 1.68713 beta: 47.23707 diff 0.0001294567 Iteration: 22 ELBO: -93472.03 tau: 1.686826 beta: 51.106 diff 0.0001193911 Iteration: 23 ELBO: -93461.65 tau: 1.686568 beta: 54.98117 diff 0.0001109512 Iteration: 24 ELBO: -93451.97 tau: 1.686354 beta: 58.84171 diff 0.0001036581 After 25 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.992256 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006573 rank=943 [SoftImpute] Iter 3: observed MAE=0.006574 rank=943 [SoftImpute] Iter 4: observed MAE=0.006574 rank=943 [SoftImpute] Iter 5: observed MAE=0.006575 rank=943 [SoftImpute] Iter 6: observed MAE=0.006575 rank=943 [SoftImpute] Iter 7: observed MAE=0.006575 rank=941 [SoftImpute] Iter 8: observed MAE=0.006576 rank=940 [SoftImpute] Iter 9: observed MAE=0.006576 rank=938 [SoftImpute] Iter 10: observed MAE=0.006576 rank=936 [SoftImpute] Iter 11: observed MAE=0.006576 rank=935 [SoftImpute] Iter 12: observed MAE=0.006576 rank=933 [SoftImpute] Iter 13: observed MAE=0.006575 rank=932 [SoftImpute] Iter 14: observed MAE=0.006575 rank=930 [SoftImpute] Iter 15: observed MAE=0.006575 rank=929 [SoftImpute] Iter 16: observed MAE=0.006575 rank=927 [SoftImpute] Iter 17: observed MAE=0.006574 rank=925 [SoftImpute] Iter 18: observed MAE=0.006574 rank=923 [SoftImpute] Iter 19: observed MAE=0.006574 rank=921 [SoftImpute] Iter 20: observed MAE=0.006573 rank=920 [SoftImpute] Iter 21: observed MAE=0.006573 rank=917 [SoftImpute] Iter 22: observed MAE=0.006572 rank=914 [SoftImpute] Iter 23: observed MAE=0.006571 rank=913 [SoftImpute] Iter 24: observed MAE=0.006571 rank=910 [SoftImpute] Iter 25: observed MAE=0.006570 rank=908 [SoftImpute] Iter 26: observed MAE=0.006569 rank=907 [SoftImpute] Iter 27: observed MAE=0.006568 rank=904 [SoftImpute] Iter 28: observed MAE=0.006568 rank=902 [SoftImpute] Iter 29: observed MAE=0.006567 rank=901 [SoftImpute] Iter 30: observed MAE=0.006566 rank=898 [SoftImpute] Iter 31: observed MAE=0.006565 rank=894 [SoftImpute] Iter 32: observed MAE=0.006564 rank=892 [SoftImpute] Iter 33: observed MAE=0.006563 rank=891 [SoftImpute] Iter 34: observed MAE=0.006562 rank=890 [SoftImpute] Iter 35: observed MAE=0.006561 rank=887 [SoftImpute] Iter 36: observed MAE=0.006560 rank=886 [SoftImpute] Iter 37: observed MAE=0.006559 rank=883 [SoftImpute] Iter 38: observed MAE=0.006558 rank=881 [SoftImpute] Iter 39: observed MAE=0.006557 rank=879 [SoftImpute] Iter 40: observed MAE=0.006556 rank=877 [SoftImpute] Iter 41: observed MAE=0.006555 rank=875 [SoftImpute] Iter 42: observed MAE=0.006554 rank=873 [SoftImpute] Iter 43: observed MAE=0.006553 rank=871 [SoftImpute] Iter 44: observed MAE=0.006552 rank=869 [SoftImpute] Iter 45: observed MAE=0.006551 rank=867 [SoftImpute] Iter 46: observed MAE=0.006549 rank=865 [SoftImpute] Iter 47: observed MAE=0.006548 rank=864 [SoftImpute] Iter 48: observed MAE=0.006547 rank=862 [SoftImpute] Iter 49: observed MAE=0.006546 rank=860 [SoftImpute] Iter 50: observed MAE=0.006544 rank=858 [SoftImpute] Iter 51: observed MAE=0.006543 rank=856 [SoftImpute] Iter 52: observed MAE=0.006542 rank=854 [SoftImpute] Iter 53: observed MAE=0.006540 rank=852 [SoftImpute] Iter 54: observed MAE=0.006539 rank=851 [SoftImpute] Iter 55: observed MAE=0.006538 rank=848 [SoftImpute] Iter 56: observed MAE=0.006536 rank=847 [SoftImpute] Iter 57: observed MAE=0.006535 rank=845 [SoftImpute] Iter 58: observed MAE=0.006534 rank=842 [SoftImpute] Iter 59: observed MAE=0.006532 rank=841 [SoftImpute] Iter 60: observed MAE=0.006531 rank=839 [SoftImpute] Iter 61: observed MAE=0.006530 rank=837 [SoftImpute] Iter 62: observed MAE=0.006528 rank=835 [SoftImpute] Iter 63: observed MAE=0.006527 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1466 missing, elapsed time: 4.349 Imputing row 101/943 with 1629 missing, elapsed time: 5.971 Imputing row 201/943 with 1363 missing, elapsed time: 7.490 Imputing row 301/943 with 1464 missing, elapsed time: 8.981 Imputing row 401/943 with 1556 missing, elapsed time: 10.457 Imputing row 501/943 with 1619 missing, elapsed time: 11.947 Imputing row 601/943 with 1549 missing, elapsed time: 13.456 Imputing row 701/943 with 1654 missing, elapsed time: 14.959 Imputing row 801/943 with 1665 missing, elapsed time: 16.469 Imputing row 901/943 with 1586 missing, elapsed time: 17.963 [KNN] Warning: 28145/1586126 still missing after imputation, replacing with 0 ########### perturbation 2 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | 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sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216181.4 tau: 0.08710787 beta: 0.06348903 diff Inf Iteration: 2 ELBO: -131403.4 tau: 0.6930204 beta: 0.1014467 diff 0.3921612 Iteration: 3 ELBO: -114973.8 tau: 1.091217 beta: 0.3877791 diff 0.1250316 Iteration: 4 ELBO: -112921.5 tau: 1.155171 beta: 0.8024146 diff 0.01785057 Iteration: 5 ELBO: -112485.1 tau: 1.165998 beta: 1.085256 diff 0.003864876 Iteration: 6 ELBO: -112392.7 tau: 1.167461 beta: 1.244265 diff 0.0008209504 Iteration: 7 ELBO: -112373.4 tau: 1.167361 beta: 1.328062 diff 0.0001721933 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108409.8 tau: 1.206711 beta: 1.874532 diff Inf Iteration: 2 ELBO: -107470.7 tau: 1.213113 beta: 2.136301 diff 0.008662156 Iteration: 3 ELBO: -107111.7 tau: 1.222506 beta: 2.505943 diff 0.003340698 Iteration: 4 ELBO: -106838.4 tau: 1.231434 beta: 2.969286 diff 0.002551545 Iteration: 5 ELBO: -106614.9 tau: 1.238513 beta: 3.535381 diff 0.002091868 Iteration: 6 ELBO: -106417.6 tau: 1.244519 beta: 4.195755 diff 0.001850641 Iteration: 7 ELBO: -106237.6 tau: 1.249869 beta: 4.935639 diff 0.001691472 Iteration: 8 ELBO: -106072.2 tau: 1.254701 beta: 5.742786 diff 0.001556532 Iteration: 9 ELBO: -105917.8 tau: 1.259193 beta: 6.607783 diff 0.001455815 Iteration: 10 ELBO: -105767 tau: 1.263704 beta: 7.518134 diff 0.00142401 Iteration: 11 ELBO: -105619 tau: 1.268346 beta: 8.464699 diff 0.001398856 Iteration: 12 ELBO: -105483.3 tau: 1.272759 beta: 9.446521 diff 0.001284536 Iteration: 13 ELBO: -105374 tau: 1.276383 beta: 10.45892 diff 0.001036657 Iteration: 14 ELBO: -105299.4 tau: 1.278757 beta: 11.49672 diff 0.0007075142 Iteration: 15 ELBO: -105252 tau: 1.280079 beta: 12.54978 diff 0.0004505796 Iteration: 16 ELBO: -105221.3 tau: 1.280752 beta: 13.60597 diff 0.0002913573 Iteration: 17 ELBO: -105200.6 tau: 1.281063 beta: 14.65427 diff 0.0001972806 Iteration: 18 ELBO: -105185.8 tau: 1.281176 beta: 15.68566 diff 0.0001401075 Iteration: 19 ELBO: -105175 tau: 1.281181 beta: 16.69292 diff 0.0001033946 After 20 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105084.2 tau: 1.312406 beta: 1.870077 diff Inf Iteration: 2 ELBO: -104117.9 tau: 1.318813 beta: 2.170286 diff 0.009195348 Iteration: 3 ELBO: -103786.9 tau: 1.327792 beta: 2.618132 diff 0.00317959 Iteration: 4 ELBO: -103558.1 tau: 1.3354 beta: 3.188844 diff 0.00220443 Iteration: 5 ELBO: -103387 tau: 1.340573 beta: 3.896648 diff 0.001652228 Iteration: 6 ELBO: -103250.7 tau: 1.344058 beta: 4.759373 diff 0.001317809 Iteration: 7 ELBO: -103136.4 tau: 1.346551 beta: 5.790031 diff 0.001107123 Iteration: 8 ELBO: -103038.8 tau: 1.348421 beta: 6.993528 diff 0.0009467068 Iteration: 9 ELBO: -102955.9 tau: 1.349817 beta: 8.367249 diff 0.0008041384 Iteration: 10 ELBO: -102886.5 tau: 1.350819 beta: 9.90385 diff 0.0006745191 Iteration: 11 ELBO: -102829.2 tau: 1.351485 beta: 11.59352 diff 0.0005570378 Iteration: 12 ELBO: -102782.6 tau: 1.351867 beta: 13.42522 diff 0.0004530542 Iteration: 13 ELBO: -102745.1 tau: 1.352014 beta: 15.38784 diff 0.0003649469 Iteration: 14 ELBO: -102714.9 tau: 1.351979 beta: 17.47053 diff 0.0002939711 Iteration: 15 ELBO: -102690.3 tau: 1.351811 beta: 19.66198 diff 0.0002391018 Iteration: 16 ELBO: -102670.1 tau: 1.351558 beta: 21.9498 diff 0.0001972299 Iteration: 17 ELBO: -102653.1 tau: 1.351252 beta: 24.32047 diff 0.0001648969 Iteration: 18 ELBO: -102638.8 tau: 1.350917 beta: 26.75967 diff 0.0001394075 Iteration: 19 ELBO: -102626.6 tau: 1.350569 beta: 29.25272 diff 0.0001189113 Iteration: 20 ELBO: -102616.1 tau: 1.350216 beta: 31.78493 diff 0.0001021644 After 21 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103165.7 tau: 1.377345 beta: 1.861999 diff Inf Iteration: 2 ELBO: -102186.5 tau: 1.385143 beta: 2.154826 diff 0.009491565 Iteration: 3 ELBO: -101849.5 tau: 1.395284 beta: 2.588831 diff 0.003298521 Iteration: 4 ELBO: -101632.4 tau: 1.402832 beta: 3.139693 diff 0.002131141 Iteration: 5 ELBO: -101474.4 tau: 1.407546 beta: 3.811471 diff 0.001554591 Iteration: 6 ELBO: -101343 tau: 1.410927 beta: 4.613833 diff 0.001295327 Iteration: 7 ELBO: -101227.4 tau: 1.413696 beta: 5.555468 diff 0.001140708 Iteration: 8 ELBO: -101125.7 tau: 1.416043 beta: 6.638695 diff 0.001004236 Iteration: 9 ELBO: -101037.8 tau: 1.418003 beta: 7.855847 diff 0.0008690694 Iteration: 10 ELBO: -100963.1 tau: 1.419598 beta: 9.191077 diff 0.0007392285 Iteration: 11 ELBO: -100901.4 tau: 1.420825 beta: 10.62498 diff 0.0006116471 Iteration: 12 ELBO: -100852.7 tau: 1.421631 beta: 12.14221 diff 0.0004827097 Iteration: 13 ELBO: -100815.4 tau: 1.422029 beta: 13.73149 diff 0.000369697 Iteration: 14 ELBO: -100786.6 tau: 1.422131 beta: 15.38171 diff 0.0002859671 Iteration: 15 ELBO: -100763.7 tau: 1.422052 beta: 17.0814 diff 0.0002268059 Iteration: 16 ELBO: -100745.2 tau: 1.421871 beta: 18.81887 diff 0.0001839752 Iteration: 17 ELBO: -100729.9 tau: 1.421634 beta: 20.58238 diff 0.0001516519 Iteration: 18 ELBO: -100717.2 tau: 1.421367 beta: 22.36022 diff 0.0001262986 Iteration: 19 ELBO: -100706.5 tau: 1.421087 beta: 24.14093 diff 0.0001058278 After 20 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101083.8 tau: 1.452189 beta: 1.832964 diff Inf Iteration: 2 ELBO: -100134.1 tau: 1.459567 beta: 2.111103 diff 0.00939499 Iteration: 3 ELBO: -99836.48 tau: 1.467498 beta: 2.550177 diff 0.002972018 Iteration: 4 ELBO: -99636.71 tau: 1.473789 beta: 3.130066 diff 0.002001026 Iteration: 5 ELBO: -99487.65 tau: 1.477894 beta: 3.859831 diff 0.001496037 Iteration: 6 ELBO: -99369.79 tau: 1.48053 beta: 4.75131 diff 0.001184654 Iteration: 7 ELBO: -99272.99 tau: 1.482255 beta: 5.815732 diff 0.000974104 Iteration: 8 ELBO: -99191.7 tau: 1.483398 beta: 7.062258 diff 0.0008188602 Iteration: 9 ELBO: -99122.8 tau: 1.484145 beta: 8.496365 diff 0.0006945818 Iteration: 10 ELBO: -99064.6 tau: 1.484589 beta: 10.11996 diff 0.0005871548 Iteration: 11 ELBO: -99015.74 tau: 1.484783 beta: 11.93198 diff 0.000493287 Iteration: 12 ELBO: -98974.72 tau: 1.48478 beta: 13.92832 diff 0.0004142209 Iteration: 13 ELBO: -98940.18 tau: 1.484636 beta: 16.10131 diff 0.0003489946 Iteration: 14 ELBO: -98910.98 tau: 1.484395 beta: 18.43957 diff 0.0002951117 Iteration: 15 ELBO: -98886.24 tau: 1.484089 beta: 20.92851 diff 0.0002501637 Iteration: 16 ELBO: -98865.24 tau: 1.483739 beta: 23.55101 diff 0.0002123168 Iteration: 17 ELBO: -98847.42 tau: 1.483362 beta: 26.28831 diff 0.000180265 Iteration: 18 ELBO: -98832.29 tau: 1.482966 beta: 29.12073 diff 0.0001530641 Iteration: 19 ELBO: -98819.44 tau: 1.48256 beta: 32.02836 diff 0.0001299882 Iteration: 20 ELBO: -98808.53 tau: 1.482149 beta: 34.99163 diff 0.0001104416 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99544.29 tau: 1.510981 beta: 1.811027 diff Inf Iteration: 2 ELBO: -98578.6 tau: 1.518716 beta: 2.086353 diff 0.009701135 Iteration: 3 ELBO: -98277.96 tau: 1.527041 beta: 2.522219 diff 0.00304972 Iteration: 4 ELBO: -98092.48 tau: 1.532563 beta: 3.108964 diff 0.001887293 Iteration: 5 ELBO: -97959.51 tau: 1.535536 beta: 3.856453 diff 0.001355505 Iteration: 6 ELBO: -97854.35 tau: 1.537212 beta: 4.77417 diff 0.001073573 Iteration: 7 ELBO: -97767.26 tau: 1.538222 beta: 5.870871 diff 0.0008899964 Iteration: 8 ELBO: -97693.65 tau: 1.538838 beta: 7.15383 diff 0.0007529232 Iteration: 9 ELBO: -97630.76 tau: 1.539196 beta: 8.627482 diff 0.0006437524 Iteration: 10 ELBO: -97576.66 tau: 1.53938 beta: 10.29218 diff 0.000554096 Iteration: 11 ELBO: -97529.92 tau: 1.539445 beta: 12.14362 diff 0.0004789911 Iteration: 12 ELBO: -97489.42 tau: 1.539429 beta: 14.17282 diff 0.0004152869 Iteration: 13 ELBO: -97454.23 tau: 1.539356 beta: 16.36649 diff 0.0003609714 Iteration: 14 ELBO: -97423.56 tau: 1.539247 beta: 18.7079 diff 0.000314717 Iteration: 15 ELBO: -97396.7 tau: 1.539115 beta: 21.17803 diff 0.0002756203 Iteration: 16 ELBO: -97373.03 tau: 1.538973 beta: 23.75715 diff 0.0002430275 Iteration: 17 ELBO: -97351.96 tau: 1.53883 beta: 26.42639 diff 0.0002163911 Iteration: 18 ELBO: -97332.96 tau: 1.538694 beta: 29.16927 diff 0.0001951622 Iteration: 19 ELBO: -97315.57 tau: 1.538573 beta: 31.9729 diff 0.000178706 Iteration: 20 ELBO: -97299.39 tau: 1.538469 beta: 34.8287 diff 0.0001662324 Iteration: 21 ELBO: -97284.14 tau: 1.538385 beta: 37.73238 diff 0.0001567633 Iteration: 22 ELBO: -97269.63 tau: 1.538319 beta: 40.6831 diff 0.00014917 Iteration: 23 ELBO: -97255.79 tau: 1.538265 beta: 43.68201 diff 0.0001422978 Iteration: 24 ELBO: -97242.64 tau: 1.538215 beta: 46.73071 diff 0.0001351607 Iteration: 25 ELBO: -97230.28 tau: 1.538158 beta: 49.83007 diff 0.0001271487 Iteration: 26 ELBO: -97218.79 tau: 1.538085 beta: 52.97999 diff 0.0001181479 Iteration: 27 ELBO: -97208.24 tau: 1.537986 beta: 56.17947 diff 0.0001084837 After 28 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98097.86 tau: 1.566322 beta: 1.854991 diff Inf Iteration: 2 ELBO: -97158.26 tau: 1.572826 beta: 2.163666 diff 0.009578251 Iteration: 3 ELBO: -96870.65 tau: 1.580483 beta: 2.64628 diff 0.002960185 Iteration: 4 ELBO: -96687.24 tau: 1.586147 beta: 3.285509 diff 0.001893355 Iteration: 5 ELBO: -96553.8 tau: 1.589409 beta: 4.093772 diff 0.001380162 Iteration: 6 ELBO: -96448.4 tau: 1.591234 beta: 5.088448 diff 0.00109164 Iteration: 7 ELBO: -96361.12 tau: 1.592251 beta: 6.286207 diff 0.0009048922 Iteration: 8 ELBO: -96286.74 tau: 1.592827 beta: 7.699335 diff 0.0007718871 Iteration: 9 ELBO: -96222.47 tau: 1.593163 beta: 9.333534 diff 0.0006675206 Iteration: 10 ELBO: -96166.57 tau: 1.593368 beta: 11.18689 diff 0.0005808778 Iteration: 11 ELBO: -96117.85 tau: 1.593495 beta: 13.25042 diff 0.0005066902 Iteration: 12 ELBO: -96075.39 tau: 1.593565 beta: 15.51029 diff 0.0004416692 Iteration: 13 ELBO: -96038.47 tau: 1.593577 beta: 17.94988 diff 0.0003843313 Iteration: 14 ELBO: -96006.37 tau: 1.593531 beta: 20.55107 diff 0.0003342704 Iteration: 15 ELBO: -95978.44 tau: 1.593431 beta: 23.29518 diff 0.0002908508 Iteration: 16 ELBO: -95954.15 tau: 1.593281 beta: 26.16403 diff 0.0002530982 Iteration: 17 ELBO: -95933.03 tau: 1.593084 beta: 29.14053 diff 0.0002201174 Iteration: 18 ELBO: -95914.68 tau: 1.592847 beta: 32.20887 diff 0.0001912634 Iteration: 19 ELBO: -95898.75 tau: 1.592575 beta: 35.35452 diff 0.000166091 Iteration: 20 ELBO: -95884.92 tau: 1.592274 beta: 38.5641 diff 0.0001442537 Iteration: 21 ELBO: -95872.89 tau: 1.591951 beta: 41.82534 diff 0.0001254407 Iteration: 22 ELBO: -95862.41 tau: 1.591612 beta: 45.1269 diff 0.0001093506 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96760.25 tau: 1.618483 beta: 1.908622 diff Inf Iteration: 2 ELBO: -95835.73 tau: 1.623655 beta: 2.270815 diff 0.009554744 Iteration: 3 ELBO: -95521.51 tau: 1.632984 beta: 2.799575 diff 0.003278677 Iteration: 4 ELBO: -95312.28 tau: 1.640635 beta: 3.485198 diff 0.002190387 Iteration: 5 ELBO: -95169.7 tau: 1.644725 beta: 4.353027 diff 0.001495953 Iteration: 6 ELBO: -95062.75 tau: 1.646691 beta: 5.424608 diff 0.001123841 Iteration: 7 ELBO: -94975.92 tau: 1.647671 beta: 6.717994 diff 0.0009133197 Iteration: 8 ELBO: -94902.64 tau: 1.64817 beta: 8.24892 diff 0.0007716176 Iteration: 9 ELBO: -94839.63 tau: 1.648409 beta: 10.02962 diff 0.0006639382 Iteration: 10 ELBO: -94785.03 tau: 1.648491 beta: 12.06753 diff 0.0005757396 Iteration: 11 ELBO: -94737.63 tau: 1.648465 beta: 14.36441 diff 0.0005000786 Iteration: 12 ELBO: -94696.56 tau: 1.648354 beta: 16.91629 diff 0.0004334582 Iteration: 13 ELBO: -94661.11 tau: 1.64817 beta: 19.71399 diff 0.0003743391 Iteration: 14 ELBO: -94630.61 tau: 1.647916 beta: 22.74422 diff 0.0003222831 Iteration: 15 ELBO: -94604.37 tau: 1.647602 beta: 25.99063 diff 0.0002771944 Iteration: 16 ELBO: -94581.78 tau: 1.647237 beta: 29.43479 diff 0.0002388013 Iteration: 17 ELBO: -94562.25 tau: 1.646835 beta: 33.05701 diff 0.0002065065 Iteration: 18 ELBO: -94545.28 tau: 1.646408 beta: 36.83693 diff 0.0001794845 Iteration: 19 ELBO: -94530.45 tau: 1.645967 beta: 40.75399 diff 0.0001568434 Iteration: 20 ELBO: -94517.43 tau: 1.645522 beta: 44.78774 diff 0.0001377487 Iteration: 21 ELBO: -94505.95 tau: 1.645078 beta: 48.91811 diff 0.0001214889 Iteration: 22 ELBO: -94495.79 tau: 1.644641 beta: 53.12565 diff 0.0001074927 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95476.67 tau: 1.672194 beta: 1.884551 diff Inf Iteration: 2 ELBO: -94581.69 tau: 1.676393 beta: 2.251404 diff 0.009373836 Iteration: 3 ELBO: -94295.33 tau: 1.683437 beta: 2.815677 diff 0.003027607 Iteration: 4 ELBO: -94098.95 tau: 1.689642 beta: 3.562345 diff 0.002082632 Iteration: 5 ELBO: -93953 tau: 1.693538 beta: 4.508793 diff 0.001550993 Iteration: 6 ELBO: -93836.41 tau: 1.695944 beta: 5.677173 diff 0.001240989 Iteration: 7 ELBO: -93739.72 tau: 1.697497 beta: 7.089666 diff 0.001030352 Iteration: 8 ELBO: -93658.48 tau: 1.698483 beta: 8.765923 diff 0.0008666921 Iteration: 9 ELBO: -93589.79 tau: 1.699052 beta: 10.72121 diff 0.0007333458 Iteration: 10 ELBO: -93531.46 tau: 1.699313 beta: 12.96508 diff 0.0006232573 Iteration: 11 ELBO: -93481.74 tau: 1.699352 beta: 15.50031 diff 0.0005316702 Iteration: 12 ELBO: -93439.2 tau: 1.699238 beta: 18.32193 diff 0.0004549707 Iteration: 13 ELBO: -93402.75 tau: 1.699023 beta: 21.41669 diff 0.0003901424 Iteration: 14 ELBO: -93371.49 tau: 1.698744 beta: 24.76323 diff 0.0003347169 Iteration: 15 ELBO: -93344.7 tau: 1.698425 beta: 28.33303 diff 0.0002868693 Iteration: 16 ELBO: -93321.8 tau: 1.69808 beta: 32.09216 diff 0.0002453707 Iteration: 17 ELBO: -93302.25 tau: 1.697719 beta: 36.00335 diff 0.0002094131 Iteration: 18 ELBO: -93285.61 tau: 1.69735 beta: 40.02817 diff 0.000178418 Iteration: 19 ELBO: -93271.44 tau: 1.696977 beta: 44.1291 diff 0.0001518988 Iteration: 20 ELBO: -93259.37 tau: 1.696603 beta: 48.271 diff 0.0001293878 Iteration: 21 ELBO: -93249.07 tau: 1.696231 beta: 52.42219 diff 0.0001104136 After 22 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 515.670048 [SoftImpute] Iter 1: observed MAE=0.006659 rank=943 [SoftImpute] Iter 2: observed MAE=0.006570 rank=943 [SoftImpute] Iter 3: observed MAE=0.006570 rank=943 [SoftImpute] Iter 4: observed MAE=0.006571 rank=943 [SoftImpute] Iter 5: observed MAE=0.006571 rank=943 [SoftImpute] Iter 6: observed MAE=0.006572 rank=943 [SoftImpute] Iter 7: observed MAE=0.006572 rank=941 [SoftImpute] Iter 8: observed MAE=0.006572 rank=940 [SoftImpute] Iter 9: observed MAE=0.006572 rank=938 [SoftImpute] Iter 10: observed MAE=0.006572 rank=937 [SoftImpute] Iter 11: observed MAE=0.006572 rank=935 [SoftImpute] Iter 12: observed MAE=0.006572 rank=934 [SoftImpute] Iter 13: observed MAE=0.006572 rank=932 [SoftImpute] Iter 14: observed MAE=0.006572 rank=929 [SoftImpute] Iter 15: observed MAE=0.006571 rank=928 [SoftImpute] Iter 16: observed MAE=0.006571 rank=926 [SoftImpute] Iter 17: observed MAE=0.006571 rank=924 [SoftImpute] Iter 18: observed MAE=0.006570 rank=921 [SoftImpute] Iter 19: observed MAE=0.006570 rank=920 [SoftImpute] Iter 20: observed MAE=0.006569 rank=917 [SoftImpute] Iter 21: observed MAE=0.006569 rank=915 [SoftImpute] Iter 22: observed MAE=0.006568 rank=913 [SoftImpute] Iter 23: observed MAE=0.006568 rank=912 [SoftImpute] Iter 24: observed MAE=0.006567 rank=910 [SoftImpute] Iter 25: observed MAE=0.006566 rank=908 [SoftImpute] Iter 26: observed MAE=0.006566 rank=906 [SoftImpute] Iter 27: observed MAE=0.006565 rank=903 [SoftImpute] Iter 28: observed MAE=0.006564 rank=901 [SoftImpute] Iter 29: observed MAE=0.006563 rank=898 [SoftImpute] Iter 30: observed MAE=0.006562 rank=896 [SoftImpute] Iter 31: observed MAE=0.006561 rank=894 [SoftImpute] Iter 32: observed MAE=0.006560 rank=892 [SoftImpute] Iter 33: observed MAE=0.006559 rank=890 [SoftImpute] Iter 34: observed MAE=0.006559 rank=889 [SoftImpute] Iter 35: observed MAE=0.006557 rank=885 [SoftImpute] Iter 36: observed MAE=0.006556 rank=883 [SoftImpute] Iter 37: observed MAE=0.006555 rank=881 [SoftImpute] Iter 38: observed MAE=0.006554 rank=879 [SoftImpute] Iter 39: observed MAE=0.006553 rank=877 [SoftImpute] Iter 40: observed MAE=0.006552 rank=875 [SoftImpute] Iter 41: observed MAE=0.006551 rank=873 [SoftImpute] Iter 42: observed MAE=0.006550 rank=872 [SoftImpute] Iter 43: observed MAE=0.006549 rank=871 [SoftImpute] Iter 44: observed MAE=0.006548 rank=868 [SoftImpute] Iter 45: observed MAE=0.006546 rank=866 [SoftImpute] Iter 46: observed MAE=0.006545 rank=865 [SoftImpute] Iter 47: observed MAE=0.006544 rank=862 [SoftImpute] Iter 48: observed MAE=0.006543 rank=861 [SoftImpute] Iter 49: observed MAE=0.006542 rank=860 [SoftImpute] Iter 50: observed MAE=0.006540 rank=858 [SoftImpute] Iter 51: observed MAE=0.006539 rank=855 [SoftImpute] Iter 52: observed MAE=0.006537 rank=853 [SoftImpute] Iter 53: observed MAE=0.006536 rank=851 [SoftImpute] Iter 54: observed MAE=0.006535 rank=850 [SoftImpute] Iter 55: observed MAE=0.006533 rank=848 [SoftImpute] Iter 56: observed MAE=0.006532 rank=845 [SoftImpute] Iter 57: observed MAE=0.006531 rank=843 [SoftImpute] Iter 58: observed MAE=0.006529 rank=842 [SoftImpute] Iter 59: observed MAE=0.006528 rank=840 [SoftImpute] Iter 60: observed MAE=0.006526 rank=838 [SoftImpute] Iter 61: observed MAE=0.006525 rank=836 [SoftImpute] Iter 62: observed MAE=0.006524 rank=835 [SoftImpute] Iter 63: observed MAE=0.006522 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1465 missing, elapsed time: 4.257 Imputing row 101/943 with 1625 missing, elapsed time: 5.753 Imputing row 201/943 with 1373 missing, elapsed time: 7.274 Imputing row 301/943 with 1471 missing, elapsed time: 8.760 Imputing row 401/943 with 1571 missing, elapsed time: 10.239 Imputing row 501/943 with 1623 missing, elapsed time: 11.769 Imputing row 601/943 with 1560 missing, elapsed time: 13.334 Imputing row 701/943 with 1655 missing, elapsed time: 14.918 Imputing row 801/943 with 1662 missing, elapsed time: 16.426 Imputing row 901/943 with 1580 missing, elapsed time: 17.982 [KNN] Warning: 42032/1586126 still missing after imputation, replacing with 0 ########### perturbation 3 start ############ Preprocessing data... 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215624.8 tau: 0.08839254 beta: 0.05934486 diff Inf Iteration: 2 ELBO: -130973 tau: 0.7013072 beta: 0.09433369 diff 0.3925885 Iteration: 3 ELBO: -115274.5 tau: 1.083776 beta: 0.3608849 diff 0.1198601 Iteration: 4 ELBO: -113217.3 tau: 1.146984 beta: 0.7477365 diff 0.0178459 Iteration: 5 ELBO: -112752.7 tau: 1.158564 beta: 1.010354 diff 0.004104206 Iteration: 6 ELBO: -112652.8 tau: 1.16027 beta: 1.158013 diff 0.0008859894 Iteration: 7 ELBO: -112631.9 tau: 1.160226 beta: 1.235968 diff 0.0001856365 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108648.2 tau: 1.199655 beta: 1.868684 diff Inf Iteration: 2 ELBO: -107695.4 tau: 1.206561 beta: 2.123829 diff 0.008769622 Iteration: 3 ELBO: -107293.7 tau: 1.217433 beta: 2.48271 diff 0.003729462 Iteration: 4 ELBO: -106898.5 tau: 1.231123 beta: 2.90183 diff 0.003684103 Iteration: 5 ELBO: -106432.4 tau: 1.248141 beta: 3.364252 diff 0.004359904 Iteration: 6 ELBO: -106051.9 tau: 1.262227 beta: 3.912352 diff 0.003575245 Iteration: 7 ELBO: -105841.4 tau: 1.269381 beta: 4.551731 diff 0.001984701 Iteration: 8 ELBO: -105724.7 tau: 1.272533 beta: 5.261428 diff 0.001102872 Iteration: 9 ELBO: -105650.4 tau: 1.273978 beta: 6.025784 diff 0.0007028077 Iteration: 10 ELBO: -105597.4 tau: 1.274691 beta: 6.835466 diff 0.0005016849 Iteration: 11 ELBO: -105556.5 tau: 1.275067 beta: 7.685522 diff 0.0003864327 Iteration: 12 ELBO: -105523.8 tau: 1.275261 beta: 8.572602 diff 0.0003101261 Iteration: 13 ELBO: -105496.9 tau: 1.275343 beta: 9.492079 diff 0.0002547055 Iteration: 14 ELBO: -105474.6 tau: 1.275355 beta: 10.43756 diff 0.0002119556 Iteration: 15 ELBO: -105455.9 tau: 1.275318 beta: 11.40153 diff 0.0001772692 Iteration: 16 ELBO: -105440.2 tau: 1.275248 beta: 12.37594 diff 0.0001482871 Iteration: 17 ELBO: -105427.2 tau: 1.275154 beta: 13.35264 diff 0.0001238468 Iteration: 18 ELBO: -105416.3 tau: 1.275043 beta: 14.32365 diff 0.000103243 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105268.1 tau: 1.306246 beta: 1.870772 diff Inf Iteration: 2 ELBO: -104291.7 tau: 1.313181 beta: 2.151597 diff 0.009275604 Iteration: 3 ELBO: -103935.4 tau: 1.323598 beta: 2.55257 diff 0.003416721 Iteration: 4 ELBO: -103682.5 tau: 1.332517 beta: 3.057819 diff 0.002432497 Iteration: 5 ELBO: -103509 tau: 1.337975 beta: 3.677422 diff 0.001674122 Iteration: 6 ELBO: -103381 tau: 1.341277 beta: 4.416523 diff 0.001236171 Iteration: 7 ELBO: -103278.7 tau: 1.343485 beta: 5.279974 diff 0.000989684 Iteration: 8 ELBO: -103193.1 tau: 1.345059 beta: 6.275055 diff 0.0008290924 Iteration: 9 ELBO: -103119.2 tau: 1.346239 beta: 7.406834 diff 0.0007161142 Iteration: 10 ELBO: -103054.5 tau: 1.347164 beta: 8.675385 diff 0.0006274907 Iteration: 11 ELBO: -102998.7 tau: 1.347859 beta: 10.07866 diff 0.0005414337 Iteration: 12 ELBO: -102952.1 tau: 1.348293 beta: 11.61218 diff 0.0004518942 Iteration: 13 ELBO: -102914 tau: 1.348481 beta: 13.26678 diff 0.0003701704 Iteration: 14 ELBO: -102882.7 tau: 1.348488 beta: 15.03004 diff 0.0003046879 Iteration: 15 ELBO: -102856.5 tau: 1.348376 beta: 16.88901 diff 0.0002538059 Iteration: 16 ELBO: -102834.6 tau: 1.348185 beta: 18.83064 diff 0.0002129882 Iteration: 17 ELBO: -102816.2 tau: 1.347939 beta: 20.84067 diff 0.0001791403 Iteration: 18 ELBO: -102800.7 tau: 1.347658 beta: 22.90265 diff 0.0001504909 Iteration: 19 ELBO: -102787.8 tau: 1.347353 beta: 24.99861 diff 0.0001258295 Iteration: 20 ELBO: -102777.1 tau: 1.347032 beta: 27.11107 diff 0.0001044452 After 21 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103249.8 tau: 1.374194 beta: 1.875925 diff Inf Iteration: 2 ELBO: -102314 tau: 1.379485 beta: 2.198202 diff 0.009064262 Iteration: 3 ELBO: -101995 tau: 1.388101 beta: 2.65988 diff 0.003117172 Iteration: 4 ELBO: -101778.9 tau: 1.395637 beta: 3.222827 diff 0.002118788 Iteration: 5 ELBO: -101627 tau: 1.400415 beta: 3.893789 diff 0.001492377 Iteration: 6 ELBO: -101512.3 tau: 1.403359 beta: 4.684967 diff 0.001128446 Iteration: 7 ELBO: -101420.5 tau: 1.405267 beta: 5.604987 diff 0.0009042988 Iteration: 8 ELBO: -101344.3 tau: 1.406566 beta: 6.659161 diff 0.0007519227 Iteration: 9 ELBO: -101279.3 tau: 1.407479 beta: 7.85027 diff 0.0006408558 Iteration: 10 ELBO: -101222.9 tau: 1.408141 beta: 9.178494 diff 0.0005568275 Iteration: 11 ELBO: -101173.4 tau: 1.408637 beta: 10.64087 diff 0.0004894448 Iteration: 12 ELBO: -101129.9 tau: 1.409006 beta: 12.23134 diff 0.0004301246 Iteration: 13 ELBO: -101092.1 tau: 1.409252 beta: 13.94187 diff 0.0003739108 Iteration: 14 ELBO: -101059.7 tau: 1.409366 beta: 15.76343 diff 0.0003207147 Iteration: 15 ELBO: -101032.1 tau: 1.409356 beta: 17.68583 diff 0.0002726892 Iteration: 16 ELBO: -101008.7 tau: 1.40924 beta: 19.69762 diff 0.0002312095 Iteration: 17 ELBO: -100988.9 tau: 1.409045 beta: 21.78645 diff 0.0001964361 Iteration: 18 ELBO: -100971.9 tau: 1.408794 beta: 23.93976 diff 0.0001678928 Iteration: 19 ELBO: -100957.3 tau: 1.408511 beta: 26.1452 diff 0.0001448352 Iteration: 20 ELBO: -100944.5 tau: 1.408211 beta: 28.39089 diff 0.0001264288 Iteration: 21 ELBO: -100933.3 tau: 1.40791 beta: 30.6655 diff 0.0001118668 Iteration: 22 ELBO: -100923.1 tau: 1.407617 beta: 32.95819 diff 0.0001004442 After 23 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101520.7 tau: 1.436503 beta: 1.826119 diff Inf Iteration: 2 ELBO: -100557.3 tau: 1.444817 beta: 2.099777 diff 0.009490216 Iteration: 3 ELBO: -100230.7 tau: 1.454401 beta: 2.527321 diff 0.003247312 Iteration: 4 ELBO: -100010 tau: 1.462006 beta: 3.094877 diff 0.002202266 Iteration: 5 ELBO: -99849.57 tau: 1.466808 beta: 3.807241 diff 0.001603943 Iteration: 6 ELBO: -99723.96 tau: 1.469869 beta: 4.666121 diff 0.001257919 Iteration: 7 ELBO: -99620.8 tau: 1.471928 beta: 5.672717 diff 0.001034471 Iteration: 8 ELBO: -99534.14 tau: 1.473356 beta: 6.828866 diff 0.0008699344 Iteration: 9 ELBO: -99460.52 tau: 1.474349 beta: 8.135901 diff 0.0007396075 Iteration: 10 ELBO: -99397.48 tau: 1.475045 beta: 9.592471 diff 0.0006338211 Iteration: 11 ELBO: -99343.45 tau: 1.475525 beta: 11.19496 diff 0.0005436526 Iteration: 12 ELBO: -99297.34 tau: 1.475832 beta: 12.93766 diff 0.0004640864 Iteration: 13 ELBO: -99258.22 tau: 1.475997 beta: 14.81215 diff 0.0003940267 Iteration: 14 ELBO: -99225.15 tau: 1.476048 beta: 16.80714 diff 0.0003331664 Iteration: 15 ELBO: -99197.27 tau: 1.476008 beta: 18.90869 diff 0.000280954 Iteration: 16 ELBO: -99173.81 tau: 1.475897 beta: 21.10055 diff 0.0002364853 Iteration: 17 ELBO: -99154.1 tau: 1.475732 beta: 23.36468 diff 0.0001986946 Iteration: 18 ELBO: -99137.59 tau: 1.475525 beta: 25.68205 diff 0.0001665943 Iteration: 19 ELBO: -99123.77 tau: 1.475288 beta: 28.0335 diff 0.0001393713 Iteration: 20 ELBO: -99112.23 tau: 1.47503 beta: 30.40051 diff 0.0001163694 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99690.81 tau: 1.505226 beta: 1.829688 diff Inf Iteration: 2 ELBO: -98751.78 tau: 1.510791 beta: 2.143388 diff 0.009419378 Iteration: 3 ELBO: -98457.35 tau: 1.518156 beta: 2.631766 diff 0.002981508 Iteration: 4 ELBO: -98272.72 tau: 1.523499 beta: 3.277423 diff 0.00187526 Iteration: 5 ELBO: -98139.41 tau: 1.526517 beta: 4.090635 diff 0.001356541 Iteration: 6 ELBO: -98033.18 tau: 1.528281 beta: 5.086943 diff 0.001082411 Iteration: 7 ELBO: -97944.31 tau: 1.529384 beta: 6.281373 diff 0.0009065107 Iteration: 8 ELBO: -97867.72 tau: 1.530136 beta: 7.684861 diff 0.0007820085 Iteration: 9 ELBO: -97800.28 tau: 1.530722 beta: 9.302405 diff 0.0006891245 Iteration: 10 ELBO: -97740.1 tau: 1.531255 beta: 11.1318 diff 0.0006153409 Iteration: 11 ELBO: -97686.47 tau: 1.531768 beta: 13.16385 diff 0.0005486987 Iteration: 12 ELBO: -97639.52 tau: 1.532216 beta: 15.38576 diff 0.0004805934 Iteration: 13 ELBO: -97599.15 tau: 1.532543 beta: 17.78455 diff 0.0004134427 Iteration: 14 ELBO: -97564.58 tau: 1.532735 beta: 20.34689 diff 0.0003542416 Iteration: 15 ELBO: -97534.77 tau: 1.532819 beta: 23.05771 diff 0.0003055304 Iteration: 16 ELBO: -97508.75 tau: 1.532828 beta: 25.89953 diff 0.0002667664 Iteration: 17 ELBO: -97485.68 tau: 1.532799 beta: 28.85246 diff 0.0002365859 Iteration: 18 ELBO: -97464.89 tau: 1.532758 beta: 31.8947 diff 0.0002132557 Iteration: 19 ELBO: -97445.89 tau: 1.532726 beta: 35.00352 diff 0.0001949172 Iteration: 20 ELBO: -97428.37 tau: 1.53271 beta: 38.15646 diff 0.000179864 Iteration: 21 ELBO: -97412.13 tau: 1.532711 beta: 41.33194 diff 0.0001666851 Iteration: 22 ELBO: -97397.1 tau: 1.532725 beta: 44.50952 diff 0.0001543113 Iteration: 23 ELBO: -97383.26 tau: 1.532743 beta: 47.66998 diff 0.000142084 Iteration: 24 ELBO: -97370.62 tau: 1.532759 beta: 50.79565 diff 0.0001297908 Iteration: 25 ELBO: -97359.17 tau: 1.532765 beta: 53.87075 diff 0.0001175655 Iteration: 26 ELBO: -97348.88 tau: 1.532757 beta: 56.88166 diff 0.0001057012 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98227.34 tau: 1.561194 beta: 1.860806 diff Inf Iteration: 2 ELBO: -97317.32 tau: 1.566461 beta: 2.191033 diff 0.009264402 Iteration: 3 ELBO: -97028.97 tau: 1.573398 beta: 2.697881 diff 0.002962972 Iteration: 4 ELBO: -96827.35 tau: 1.57969 beta: 3.354289 diff 0.002078029 Iteration: 5 ELBO: -96675.98 tau: 1.583949 beta: 4.170977 diff 0.001563231 Iteration: 6 ELBO: -96557.33 tau: 1.586667 beta: 5.162233 diff 0.001227269 Iteration: 7 ELBO: -96461.36 tau: 1.588401 beta: 6.340612 diff 0.000993999 Iteration: 8 ELBO: -96382.33 tau: 1.589494 beta: 7.716593 diff 0.0008192433 Iteration: 9 ELBO: -96316.74 tau: 1.590133 beta: 9.297926 diff 0.0006805505 Iteration: 10 ELBO: -96262.01 tau: 1.590439 beta: 11.08818 diff 0.0005682277 Iteration: 11 ELBO: -96216.17 tau: 1.590496 beta: 13.08613 diff 0.0004761807 Iteration: 12 ELBO: -96177.69 tau: 1.590369 beta: 15.28598 diff 0.0003999617 Iteration: 13 ELBO: -96145.31 tau: 1.590103 beta: 17.67797 diff 0.0003366702 Iteration: 14 ELBO: -96117.98 tau: 1.589737 beta: 20.2492 diff 0.0002842346 Iteration: 15 ELBO: -96094.83 tau: 1.589301 beta: 22.98463 diff 0.000240889 Iteration: 16 ELBO: -96075.12 tau: 1.588817 beta: 25.8681 diff 0.000205079 Iteration: 17 ELBO: -96058.26 tau: 1.588304 beta: 28.88311 diff 0.0001754917 Iteration: 18 ELBO: -96043.75 tau: 1.587775 beta: 32.01356 diff 0.0001510509 Iteration: 19 ELBO: -96031.18 tau: 1.58724 beta: 35.24419 diff 0.0001308794 Iteration: 20 ELBO: -96020.21 tau: 1.586708 beta: 38.56097 diff 0.0001142549 Iteration: 21 ELBO: -96010.55 tau: 1.586184 beta: 41.95121 diff 0.0001005754 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96890.46 tau: 1.61314 beta: 1.913368 diff Inf Iteration: 2 ELBO: -95989.88 tau: 1.61729 beta: 2.29007 diff 0.009294832 Iteration: 3 ELBO: -95687.67 tau: 1.625596 beta: 2.837779 diff 0.003148341 Iteration: 4 ELBO: -95478.13 tau: 1.633144 beta: 3.539492 diff 0.00218989 Iteration: 5 ELBO: -95327.31 tau: 1.63779 beta: 4.418281 diff 0.001579534 Iteration: 6 ELBO: -95210.97 tau: 1.640485 beta: 5.495371 diff 0.001220528 Iteration: 7 ELBO: -95117.52 tau: 1.642048 beta: 6.78732 diff 0.0009814827 Iteration: 8 ELBO: -95040.75 tau: 1.642924 beta: 8.304924 diff 0.0008071272 Iteration: 9 ELBO: -94976.74 tau: 1.643375 beta: 10.0523 diff 0.0006734239 Iteration: 10 ELBO: -94922.91 tau: 1.643552 beta: 12.02728 diff 0.0005667599 Iteration: 11 ELBO: -94877.43 tau: 1.643545 beta: 14.2227 diff 0.0004791515 Iteration: 12 ELBO: -94838.91 tau: 1.643405 beta: 16.62814 diff 0.0004060183 Iteration: 13 ELBO: -94806.2 tau: 1.643164 beta: 19.23107 diff 0.0003448498 Iteration: 14 ELBO: -94778.33 tau: 1.642849 beta: 22.01745 diff 0.000294062 Iteration: 15 ELBO: -94754.42 tau: 1.64248 beta: 24.9719 diff 0.0002522298 Iteration: 16 ELBO: -94733.77 tau: 1.642077 beta: 28.07811 diff 0.0002179096 Iteration: 17 ELBO: -94715.8 tau: 1.641656 beta: 31.31932 diff 0.000189755 Iteration: 18 ELBO: -94700.01 tau: 1.641229 beta: 34.67903 diff 0.0001666231 Iteration: 19 ELBO: -94686.04 tau: 1.640804 beta: 38.14159 diff 0.0001476005 Iteration: 20 ELBO: -94673.54 tau: 1.640389 beta: 41.69278 diff 0.0001319776 Iteration: 21 ELBO: -94662.25 tau: 1.639988 beta: 45.32016 diff 0.0001192 Iteration: 22 ELBO: -94651.95 tau: 1.639604 beta: 49.01328 diff 0.0001088193 Iteration: 23 ELBO: -94642.44 tau: 1.639242 beta: 52.76373 diff 0.0001004519 After 24 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95598.45 tau: 1.667205 beta: 1.878901 diff Inf Iteration: 2 ELBO: -94677.48 tau: 1.672339 beta: 2.241594 diff 0.009633808 Iteration: 3 ELBO: -94378.77 tau: 1.680666 beta: 2.792614 diff 0.003154945 Iteration: 4 ELBO: -94181.97 tau: 1.687278 beta: 3.517338 diff 0.002085301 Iteration: 5 ELBO: -94038.71 tau: 1.691132 beta: 4.435396 diff 0.001521052 Iteration: 6 ELBO: -93926.42 tau: 1.693265 beta: 5.571455 diff 0.00119412 Iteration: 7 ELBO: -93835 tau: 1.694407 beta: 6.948732 diff 0.0009732806 Iteration: 8 ELBO: -93758.99 tau: 1.694961 beta: 8.586213 diff 0.0008099875 Iteration: 9 ELBO: -93695.01 tau: 1.695155 beta: 10.4971 diff 0.0006824626 Iteration: 10 ELBO: -93640.73 tau: 1.695118 beta: 12.68812 diff 0.0005792769 Iteration: 11 ELBO: -93594.46 tau: 1.69493 beta: 15.15939 diff 0.0004941124 Iteration: 12 ELBO: -93554.86 tau: 1.694641 beta: 17.90476 diff 0.0004231209 Iteration: 13 ELBO: -93520.84 tau: 1.694285 beta: 20.91258 diff 0.0003636642 Iteration: 14 ELBO: -93491.5 tau: 1.693887 beta: 24.16658 diff 0.0003137659 Iteration: 15 ELBO: -93466.08 tau: 1.693465 beta: 27.64705 diff 0.0002718459 Iteration: 16 ELBO: -93443.97 tau: 1.693031 beta: 31.33205 diff 0.0002365833 Iteration: 17 ELBO: -93424.64 tau: 1.692594 beta: 35.19853 diff 0.0002068507 Iteration: 18 ELBO: -93407.66 tau: 1.69216 beta: 39.22345 diff 0.000181686 Iteration: 19 ELBO: -93392.69 tau: 1.691734 beta: 43.38449 diff 0.000160277 Iteration: 20 ELBO: -93379.44 tau: 1.691317 beta: 47.66063 diff 0.0001419496 Iteration: 21 ELBO: -93367.66 tau: 1.69091 beta: 52.03238 diff 0.0001261596 Iteration: 22 ELBO: -93357.15 tau: 1.690514 beta: 56.48175 diff 0.000112483 Iteration: 23 ELBO: -93347.76 tau: 1.69013 beta: 60.99222 diff 0.0001006006 After 24 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.108206 [SoftImpute] Iter 1: observed MAE=0.006669 rank=943 [SoftImpute] Iter 2: observed MAE=0.006579 rank=943 [SoftImpute] Iter 3: observed MAE=0.006579 rank=943 [SoftImpute] Iter 4: observed MAE=0.006580 rank=943 [SoftImpute] Iter 5: observed MAE=0.006580 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=943 [SoftImpute] Iter 7: observed MAE=0.006581 rank=942 [SoftImpute] Iter 8: observed MAE=0.006581 rank=940 [SoftImpute] Iter 9: observed MAE=0.006581 rank=938 [SoftImpute] Iter 10: observed MAE=0.006582 rank=936 [SoftImpute] Iter 11: observed MAE=0.006582 rank=935 [SoftImpute] Iter 12: observed MAE=0.006582 rank=934 [SoftImpute] Iter 13: observed MAE=0.006581 rank=931 [SoftImpute] Iter 14: observed MAE=0.006581 rank=929 [SoftImpute] Iter 15: observed MAE=0.006581 rank=927 [SoftImpute] Iter 16: observed MAE=0.006581 rank=925 [SoftImpute] Iter 17: observed MAE=0.006580 rank=923 [SoftImpute] Iter 18: observed MAE=0.006580 rank=921 [SoftImpute] Iter 19: observed MAE=0.006579 rank=920 [SoftImpute] Iter 20: observed MAE=0.006579 rank=918 [SoftImpute] Iter 21: observed MAE=0.006579 rank=916 [SoftImpute] Iter 22: observed MAE=0.006578 rank=913 [SoftImpute] Iter 23: observed MAE=0.006577 rank=911 [SoftImpute] Iter 24: observed MAE=0.006576 rank=908 [SoftImpute] Iter 25: observed MAE=0.006576 rank=905 [SoftImpute] Iter 26: observed MAE=0.006575 rank=905 [SoftImpute] Iter 27: observed MAE=0.006574 rank=903 [SoftImpute] Iter 28: observed MAE=0.006574 rank=900 [SoftImpute] Iter 29: observed MAE=0.006573 rank=899 [SoftImpute] Iter 30: observed MAE=0.006572 rank=897 [SoftImpute] Iter 31: observed MAE=0.006571 rank=893 [SoftImpute] Iter 32: observed MAE=0.006570 rank=892 [SoftImpute] Iter 33: observed MAE=0.006569 rank=890 [SoftImpute] Iter 34: observed MAE=0.006568 rank=888 [SoftImpute] Iter 35: observed MAE=0.006567 rank=886 [SoftImpute] Iter 36: observed MAE=0.006566 rank=883 [SoftImpute] Iter 37: observed MAE=0.006565 rank=881 [SoftImpute] Iter 38: observed MAE=0.006564 rank=879 [SoftImpute] Iter 39: observed MAE=0.006563 rank=877 [SoftImpute] Iter 40: observed MAE=0.006562 rank=875 [SoftImpute] Iter 41: observed MAE=0.006560 rank=874 [SoftImpute] Iter 42: observed MAE=0.006559 rank=871 [SoftImpute] Iter 43: observed MAE=0.006558 rank=870 [SoftImpute] Iter 44: observed MAE=0.006557 rank=867 [SoftImpute] Iter 45: observed MAE=0.006556 rank=865 [SoftImpute] Iter 46: observed MAE=0.006554 rank=863 [SoftImpute] Iter 47: observed MAE=0.006553 rank=861 [SoftImpute] Iter 48: observed MAE=0.006552 rank=859 [SoftImpute] Iter 49: observed MAE=0.006550 rank=857 [SoftImpute] Iter 50: observed MAE=0.006549 rank=856 [SoftImpute] Iter 51: observed MAE=0.006548 rank=853 [SoftImpute] Iter 52: observed MAE=0.006546 rank=851 [SoftImpute] Iter 53: observed MAE=0.006545 rank=849 [SoftImpute] Iter 54: observed MAE=0.006544 rank=848 [SoftImpute] Iter 55: observed MAE=0.006542 rank=846 [SoftImpute] Iter 56: observed MAE=0.006541 rank=844 [SoftImpute] Iter 57: observed MAE=0.006540 rank=843 [SoftImpute] Iter 58: observed MAE=0.006538 rank=840 [SoftImpute] Iter 59: observed MAE=0.006537 rank=839 [SoftImpute] Iter 60: observed MAE=0.006536 rank=838 [SoftImpute] Iter 61: observed MAE=0.006534 rank=836 [SoftImpute] Iter 62: observed MAE=0.006533 rank=834 [SoftImpute] Iter 63: observed MAE=0.006532 rank=832 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1471 missing, elapsed time: 4.478 Imputing row 101/943 with 1625 missing, elapsed time: 5.982 Imputing row 201/943 with 1384 missing, elapsed time: 7.498 Imputing row 301/943 with 1469 missing, elapsed time: 8.985 Imputing row 401/943 with 1567 missing, elapsed time: 10.461 Imputing row 501/943 with 1627 missing, elapsed time: 11.953 Imputing row 601/943 with 1560 missing, elapsed time: 13.465 Imputing row 701/943 with 1655 missing, elapsed time: 14.968 Imputing row 801/943 with 1664 missing, elapsed time: 16.478 Imputing row 901/943 with 1586 missing, elapsed time: 17.980 [KNN] Warning: 35178/1586126 still missing after imputation, replacing with 0 ########### perturbation 4 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215286.7 tau: 0.08918926 beta: 0.05763299 diff Inf Iteration: 2 ELBO: -129946.6 tau: 0.7194973 beta: 0.09877945 diff 0.396402 Iteration: 3 ELBO: -115050.5 tau: 1.090142 beta: 0.3803297 diff 0.1146322 Iteration: 4 ELBO: -113247.6 tau: 1.146197 beta: 0.7630692 diff 0.01567112 Iteration: 5 ELBO: -112847.2 tau: 1.155932 beta: 1.015241 diff 0.003535305 Iteration: 6 ELBO: -112760.7 tau: 1.157275 beta: 1.155476 diff 0.0007662672 Iteration: 7 ELBO: -112742.4 tau: 1.157179 beta: 1.229196 diff 0.0001627019 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108758.9 tau: 1.196617 beta: 1.851665 diff Inf Iteration: 2 ELBO: -107807.4 tau: 1.203495 beta: 2.087618 diff 0.008749166 Iteration: 3 ELBO: -107439.2 tau: 1.213258 beta: 2.429993 diff 0.003415153 Iteration: 4 ELBO: -107147.6 tau: 1.222733 beta: 2.873832 diff 0.002713622 Iteration: 5 ELBO: -106881.2 tau: 1.231177 beta: 3.430674 diff 0.002486786 Iteration: 6 ELBO: -106584 tau: 1.240747 beta: 4.079783 diff 0.002780073 Iteration: 7 ELBO: -106249.3 tau: 1.252182 beta: 4.793021 diff 0.003140741 Iteration: 8 ELBO: -105963 tau: 1.26229 beta: 5.575085 diff 0.002694084 Iteration: 9 ELBO: -105783.7 tau: 1.268425 beta: 6.426565 diff 0.001692476 Iteration: 10 ELBO: -105684.9 tau: 1.271345 beta: 7.326698 diff 0.0009341785 Iteration: 11 ELBO: -105628.7 tau: 1.272539 beta: 8.257985 diff 0.0005315645 Iteration: 12 ELBO: -105593.1 tau: 1.272945 beta: 9.211742 diff 0.0003373904 Iteration: 13 ELBO: -105567.6 tau: 1.273019 beta: 10.18277 diff 0.0002411462 Iteration: 14 ELBO: -105547.9 tau: 1.272957 beta: 11.16619 diff 0.0001869842 Iteration: 15 ELBO: -105531.9 tau: 1.272839 beta: 12.15643 diff 0.0001514193 Iteration: 16 ELBO: -105518.7 tau: 1.272698 beta: 13.14709 diff 0.0001251279 Iteration: 17 ELBO: -105507.7 tau: 1.272547 beta: 14.13132 diff 0.0001042679 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105341.5 tau: 1.303843 beta: 1.868512 diff Inf Iteration: 2 ELBO: -104343.2 tau: 1.311638 beta: 2.141331 diff 0.009476846 Iteration: 3 ELBO: -103967.3 tau: 1.323399 beta: 2.523949 diff 0.00360222 Iteration: 4 ELBO: -103714.7 tau: 1.332604 beta: 3.018901 diff 0.002429758 Iteration: 5 ELBO: -103535.7 tau: 1.338216 beta: 3.645151 diff 0.0017257 Iteration: 6 ELBO: -103399.1 tau: 1.341654 beta: 4.414552 diff 0.001319457 Iteration: 7 ELBO: -103291.3 tau: 1.343767 beta: 5.336138 diff 0.001042415 Iteration: 8 ELBO: -103204.2 tau: 1.34506 beta: 6.413587 diff 0.0008432098 Iteration: 9 ELBO: -103132.8 tau: 1.345838 beta: 7.646387 diff 0.0006922935 Iteration: 10 ELBO: -103074.1 tau: 1.346263 beta: 9.030494 diff 0.0005684369 Iteration: 11 ELBO: -103026.5 tau: 1.346418 beta: 10.55889 diff 0.0004624207 Iteration: 12 ELBO: -102987.9 tau: 1.346361 beta: 12.22266 diff 0.0003745985 Iteration: 13 ELBO: -102956.4 tau: 1.346157 beta: 14.01106 diff 0.0003057709 Iteration: 14 ELBO: -102930.4 tau: 1.345867 beta: 15.91124 diff 0.0002523905 Iteration: 15 ELBO: -102908.8 tau: 1.345528 beta: 17.90863 diff 0.0002099364 Iteration: 16 ELBO: -102890.8 tau: 1.345163 beta: 19.98796 diff 0.0001752744 Iteration: 17 ELBO: -102875.7 tau: 1.344783 beta: 22.13405 diff 0.000146672 Iteration: 18 ELBO: -102863 tau: 1.344396 beta: 24.3322 diff 0.0001230983 Iteration: 19 ELBO: -102852.3 tau: 1.344008 beta: 26.5682 diff 0.0001036982 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103346.9 tau: 1.37045 beta: 1.895897 diff Inf Iteration: 2 ELBO: -102408.8 tau: 1.375879 beta: 2.225951 diff 0.009077075 Iteration: 3 ELBO: -102085.8 tau: 1.384762 beta: 2.698008 diff 0.003154261 Iteration: 4 ELBO: -101866.4 tau: 1.392407 beta: 3.284763 diff 0.002149069 Iteration: 5 ELBO: -101714.9 tau: 1.397121 beta: 3.995352 diff 0.001487036 Iteration: 6 ELBO: -101605.7 tau: 1.399783 beta: 4.838934 diff 0.001073965 Iteration: 7 ELBO: -101522.1 tau: 1.401258 beta: 5.821813 diff 0.0008220659 Iteration: 8 ELBO: -101454.9 tau: 1.40207 beta: 6.947787 diff 0.0006620983 Iteration: 9 ELBO: -101399 tau: 1.402493 beta: 8.217847 diff 0.0005506948 Iteration: 10 ELBO: -101351.7 tau: 1.402665 beta: 9.631217 diff 0.0004665439 Iteration: 11 ELBO: -101311.1 tau: 1.402667 beta: 11.18612 diff 0.0004011839 Iteration: 12 ELBO: -101275.5 tau: 1.402561 beta: 12.87912 diff 0.0003509681 Iteration: 13 ELBO: -101243.9 tau: 1.402399 beta: 14.70491 diff 0.0003126213 Iteration: 14 ELBO: -101215.2 tau: 1.40222 beta: 16.65659 diff 0.0002832735 Iteration: 15 ELBO: -101188.8 tau: 1.40205 beta: 18.72574 diff 0.0002606384 Iteration: 16 ELBO: -101164.2 tau: 1.401908 beta: 20.90219 diff 0.0002428361 Iteration: 17 ELBO: -101141.1 tau: 1.401805 beta: 23.17325 diff 0.0002281875 Iteration: 18 ELBO: -101119.4 tau: 1.401748 beta: 25.52313 diff 0.0002150536 Iteration: 19 ELBO: -101099 tau: 1.401732 beta: 27.93314 diff 0.0002020109 Iteration: 20 ELBO: -101079.9 tau: 1.401748 beta: 30.38269 diff 0.000188389 Iteration: 21 ELBO: -101062.3 tau: 1.401786 beta: 32.85037 diff 0.0001744964 Iteration: 22 ELBO: -101046 tau: 1.401841 beta: 35.31484 diff 0.0001612183 Iteration: 23 ELBO: -101030.9 tau: 1.401912 beta: 37.7555 diff 0.0001494807 Iteration: 24 ELBO: -101016.7 tau: 1.402006 beta: 40.15285 diff 0.0001399162 Iteration: 25 ELBO: -101003.3 tau: 1.40213 beta: 42.48857 diff 0.0001327274 Iteration: 26 ELBO: -100990.4 tau: 1.402295 beta: 44.7456 diff 0.0001276946 Iteration: 27 ELBO: -100977.9 tau: 1.402508 beta: 46.9084 diff 0.0001242649 Iteration: 28 ELBO: -100965.6 tau: 1.402771 beta: 48.96338 diff 0.0001216652 Iteration: 29 ELBO: -100953.6 tau: 1.403083 beta: 50.89944 diff 0.0001190197 Iteration: 30 ELBO: -100941.9 tau: 1.403437 beta: 52.70856 diff 0.0001154823 Iteration: 31 ELBO: -100930.8 tau: 1.40382 beta: 54.38614 diff 0.0001103904 Iteration: 32 ELBO: -100920.3 tau: 1.404215 beta: 55.93096 diff 0.0001034132 After 33 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101627.9 tau: 1.431746 beta: 1.864861 diff Inf Iteration: 2 ELBO: -100689.1 tau: 1.438498 beta: 2.162266 diff 0.00923735 Iteration: 3 ELBO: -100384.1 tau: 1.446804 beta: 2.612399 diff 0.003029129 Iteration: 4 ELBO: -100187.7 tau: 1.453089 beta: 3.194664 diff 0.001956224 Iteration: 5 ELBO: -100044.3 tau: 1.457055 beta: 3.918376 diff 0.001431568 Iteration: 6 ELBO: -99931.96 tau: 1.459569 beta: 4.796981 diff 0.001123147 Iteration: 7 ELBO: -99840.73 tau: 1.461166 beta: 5.840199 diff 0.0009129171 Iteration: 8 ELBO: -99764.85 tau: 1.462188 beta: 7.052771 diff 0.0007600279 Iteration: 9 ELBO: -99701.01 tau: 1.462829 beta: 8.437087 diff 0.0006398996 Iteration: 10 ELBO: -99647.06 tau: 1.463188 beta: 9.994453 diff 0.0005410725 Iteration: 11 ELBO: -99601.19 tau: 1.463344 beta: 11.72268 diff 0.0004603532 Iteration: 12 ELBO: -99561.99 tau: 1.463356 beta: 13.61622 diff 0.0003935444 Iteration: 13 ELBO: -99528.41 tau: 1.463257 beta: 15.66736 diff 0.0003372556 Iteration: 14 ELBO: -99499.59 tau: 1.463074 beta: 17.86644 diff 0.0002896384 Iteration: 15 ELBO: -99474.77 tau: 1.462828 beta: 20.2019 diff 0.000249366 Iteration: 16 ELBO: -99453.35 tau: 1.462537 beta: 22.66044 diff 0.0002153837 Iteration: 17 ELBO: -99434.77 tau: 1.462217 beta: 25.2274 diff 0.000186805 Iteration: 18 ELBO: -99418.58 tau: 1.46188 beta: 27.88722 diff 0.0001628227 Iteration: 19 ELBO: -99404.39 tau: 1.461538 beta: 30.62389 diff 0.0001426923 Iteration: 20 ELBO: -99391.89 tau: 1.461198 beta: 33.42147 diff 0.0001257601 Iteration: 21 ELBO: -99380.81 tau: 1.460865 beta: 36.26456 diff 0.0001114881 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100123.8 tau: 1.48894 beta: 1.821414 diff Inf Iteration: 2 ELBO: -99165.62 tau: 1.496 beta: 2.096741 diff 0.00956949 Iteration: 3 ELBO: -98861.58 tau: 1.504409 beta: 2.521869 diff 0.003065967 Iteration: 4 ELBO: -98675.06 tau: 1.510161 beta: 3.086799 diff 0.001886672 Iteration: 5 ELBO: -98543.77 tau: 1.513258 beta: 3.800073 diff 0.001330523 Iteration: 6 ELBO: -98440.87 tau: 1.515012 beta: 4.669258 diff 0.001044267 Iteration: 7 ELBO: -98356.02 tau: 1.516081 beta: 5.700436 diff 0.0008619232 Iteration: 8 ELBO: -98284.3 tau: 1.516755 beta: 6.897839 diff 0.0007291635 Iteration: 9 ELBO: -98222.82 tau: 1.51718 beta: 8.263119 diff 0.0006255666 Iteration: 10 ELBO: -98169.62 tau: 1.517443 beta: 9.794815 diff 0.0005416389 Iteration: 11 ELBO: -98123.32 tau: 1.517596 beta: 11.48887 diff 0.0004715463 Iteration: 12 ELBO: -98083.01 tau: 1.517657 beta: 13.34031 diff 0.0004108315 Iteration: 13 ELBO: -98047.99 tau: 1.51763 beta: 15.34417 diff 0.0003570289 Iteration: 14 ELBO: -98017.59 tau: 1.517516 beta: 17.49436 diff 0.0003100685 Iteration: 15 ELBO: -97991.08 tau: 1.51733 beta: 19.78253 diff 0.0002704657 Iteration: 16 ELBO: -97967.77 tau: 1.517089 beta: 22.19815 diff 0.0002379289 Iteration: 17 ELBO: -97947.04 tau: 1.516814 beta: 24.72921 diff 0.0002115795 Iteration: 18 ELBO: -97928.38 tau: 1.516523 beta: 27.36271 diff 0.0001904768 Iteration: 19 ELBO: -97911.36 tau: 1.516234 beta: 30.08468 diff 0.0001737963 Iteration: 20 ELBO: -97895.62 tau: 1.515964 beta: 32.87974 diff 0.0001607887 Iteration: 21 ELBO: -97880.87 tau: 1.515729 beta: 35.73035 diff 0.0001506935 Iteration: 22 ELBO: -97866.9 tau: 1.515541 beta: 38.61611 diff 0.0001426651 Iteration: 23 ELBO: -97853.62 tau: 1.515409 beta: 41.51348 diff 0.0001357434 Iteration: 24 ELBO: -97841 tau: 1.515333 beta: 44.39654 diff 0.0001289224 Iteration: 25 ELBO: -97829.13 tau: 1.515309 beta: 47.23897 diff 0.0001213531 Iteration: 26 ELBO: -97818.11 tau: 1.515321 beta: 50.01677 diff 0.0001126215 Iteration: 27 ELBO: -97808.05 tau: 1.515351 beta: 52.71101 diff 0.0001029115 After 28 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98691.38 tau: 1.542611 beta: 1.874702 diff Inf Iteration: 2 ELBO: -97770.64 tau: 1.547864 beta: 2.208923 diff 0.009329562 Iteration: 3 ELBO: -97486.41 tau: 1.554745 beta: 2.724203 diff 0.002907106 Iteration: 4 ELBO: -97295.1 tau: 1.560527 beta: 3.39438 diff 0.001962414 Iteration: 5 ELBO: -97149.81 tau: 1.564419 beta: 4.228531 diff 0.001493288 Iteration: 6 ELBO: -97033.15 tau: 1.566985 beta: 5.242704 diff 0.00120077 Iteration: 7 ELBO: -96936.75 tau: 1.568682 beta: 6.453016 diff 0.0009935518 Iteration: 8 ELBO: -96855.48 tau: 1.569812 beta: 7.87258 diff 0.0008383105 Iteration: 9 ELBO: -96786.08 tau: 1.570567 beta: 9.510515 diff 0.000716546 Iteration: 10 ELBO: -96726.34 tau: 1.57106 beta: 11.3719 diff 0.000617218 Iteration: 11 ELBO: -96674.66 tau: 1.571367 beta: 13.45776 diff 0.0005343163 Iteration: 12 ELBO: -96629.78 tau: 1.571534 beta: 15.76541 diff 0.0004642973 Iteration: 13 ELBO: -96590.67 tau: 1.571592 beta: 18.28968 diff 0.0004047235 Iteration: 14 ELBO: -96556.46 tau: 1.571561 beta: 21.02467 diff 0.0003541739 Iteration: 15 ELBO: -96526.34 tau: 1.571458 beta: 23.96485 diff 0.0003119459 Iteration: 16 ELBO: -96499.57 tau: 1.571304 beta: 27.10506 diff 0.0002773557 Iteration: 17 ELBO: -96475.51 tau: 1.571121 beta: 30.43975 diff 0.0002492948 Iteration: 18 ELBO: -96453.68 tau: 1.570926 beta: 33.96173 diff 0.0002262179 Iteration: 19 ELBO: -96433.78 tau: 1.570733 beta: 37.66096 diff 0.0002063517 Iteration: 20 ELBO: -96415.65 tau: 1.570547 beta: 41.52357 diff 0.0001880049 Iteration: 21 ELBO: -96399.27 tau: 1.570362 beta: 45.5317 diff 0.0001699379 Iteration: 22 ELBO: -96384.65 tau: 1.570169 beta: 49.66417 diff 0.0001516452 Iteration: 23 ELBO: -96371.8 tau: 1.569957 beta: 53.89781 diff 0.0001333422 Iteration: 24 ELBO: -96360.65 tau: 1.56972 beta: 58.2088 diff 0.000115643 After 25 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97310.89 tau: 1.596588 beta: 1.888345 diff Inf Iteration: 2 ELBO: -96375.99 tau: 1.602651 beta: 2.22686 diff 0.009607354 Iteration: 3 ELBO: -96067.7 tau: 1.611682 beta: 2.729488 diff 0.003198843 Iteration: 4 ELBO: -95859.06 tau: 1.619027 beta: 3.38363 diff 0.0021718 Iteration: 5 ELBO: -95708.92 tau: 1.623434 beta: 4.207961 diff 0.001566297 Iteration: 6 ELBO: -95594.65 tau: 1.625902 beta: 5.221924 diff 0.00119386 Iteration: 7 ELBO: -95503.98 tau: 1.627234 beta: 6.442818 diff 0.000948565 Iteration: 8 ELBO: -95429.76 tau: 1.627899 beta: 7.884281 diff 0.0007771137 Iteration: 9 ELBO: -95367.79 tau: 1.628162 beta: 9.555422 diff 0.0006494196 Iteration: 10 ELBO: -95315.45 tau: 1.628171 beta: 11.46016 diff 0.0005488005 Iteration: 11 ELBO: -95271.01 tau: 1.628015 beta: 13.5968 diff 0.0004661665 Iteration: 12 ELBO: -95233.27 tau: 1.627742 beta: 15.95893 diff 0.0003962109 Iteration: 13 ELBO: -95201.24 tau: 1.627378 beta: 18.53693 diff 0.0003363054 Iteration: 14 ELBO: -95174.05 tau: 1.626941 beta: 21.31868 diff 0.0002856461 Iteration: 15 ELBO: -95150.87 tau: 1.626449 beta: 24.28996 diff 0.0002435573 Iteration: 16 ELBO: -95130.99 tau: 1.625921 beta: 27.43516 diff 0.000208855 Iteration: 17 ELBO: -95113.85 tau: 1.625372 beta: 30.73795 diff 0.0001802457 Iteration: 18 ELBO: -95098.95 tau: 1.624816 beta: 34.18194 diff 0.0001566173 Iteration: 19 ELBO: -95085.91 tau: 1.624259 beta: 37.75118 diff 0.0001370664 Iteration: 20 ELBO: -95074.42 tau: 1.62371 beta: 41.43052 diff 0.000120853 Iteration: 21 ELBO: -95064.22 tau: 1.623173 beta: 45.20592 diff 0.000107362 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95980.53 tau: 1.651581 beta: 1.858788 diff Inf Iteration: 2 ELBO: -95074.56 tau: 1.65683 beta: 2.192903 diff 0.009439075 Iteration: 3 ELBO: -94789.32 tau: 1.664199 beta: 2.703953 diff 0.003000256 Iteration: 4 ELBO: -94599.55 tau: 1.670279 beta: 3.369979 diff 0.002001933 Iteration: 5 ELBO: -94459.76 tau: 1.674041 beta: 4.205651 diff 0.001477746 Iteration: 6 ELBO: -94349.66 tau: 1.67626 beta: 5.231444 diff 0.001165525 Iteration: 7 ELBO: -94259.55 tau: 1.677553 beta: 6.466663 diff 0.0009551432 Iteration: 8 ELBO: -94184.12 tau: 1.678268 beta: 7.927924 diff 0.0008002057 Iteration: 9 ELBO: -94120.08 tau: 1.678608 beta: 9.627633 diff 0.0006798993 Iteration: 10 ELBO: -94065.21 tau: 1.678703 beta: 11.5725 diff 0.0005830778 Iteration: 11 ELBO: -94017.91 tau: 1.678639 beta: 13.76247 diff 0.0005028235 Iteration: 12 ELBO: -93977.06 tau: 1.678471 beta: 16.19035 diff 0.0004344685 Iteration: 13 ELBO: -93941.84 tau: 1.678231 beta: 18.8427 diff 0.0003747697 Iteration: 14 ELBO: -93911.6 tau: 1.677931 beta: 21.70208 diff 0.0003219055 Iteration: 15 ELBO: -93885.73 tau: 1.677576 beta: 24.74901 diff 0.0002754697 Iteration: 16 ELBO: -93863.61 tau: 1.677171 beta: 27.96333 diff 0.0002355916 Iteration: 17 ELBO: -93844.64 tau: 1.676725 beta: 31.32517 diff 0.0002020786 Iteration: 18 ELBO: -93828.28 tau: 1.676249 beta: 34.81587 diff 0.0001743588 Iteration: 19 ELBO: -93814.05 tau: 1.675755 beta: 38.41867 diff 0.0001517046 Iteration: 20 ELBO: -93801.54 tau: 1.675251 beta: 42.11898 diff 0.0001333556 Iteration: 21 ELBO: -93790.41 tau: 1.674748 beta: 45.90443 diff 0.0001185755 Iteration: 22 ELBO: -93780.41 tau: 1.674253 beta: 49.76478 diff 0.0001066892 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94767.19 tau: 1.703304 beta: 1.913148 diff Inf Iteration: 2 ELBO: -93859.37 tau: 1.708443 beta: 2.255541 diff 0.009579481 Iteration: 3 ELBO: -93586.12 tau: 1.714919 beta: 2.791467 diff 0.002911258 Iteration: 4 ELBO: -93403.69 tau: 1.720184 beta: 3.502776 diff 0.001949394 Iteration: 5 ELBO: -93266.24 tau: 1.72344 beta: 4.407828 diff 0.001471581 Iteration: 6 ELBO: -93155.11 tau: 1.725459 beta: 5.528818 diff 0.001191465 Iteration: 7 ELBO: -93062.4 tau: 1.726754 beta: 6.887037 diff 0.0009952133 Iteration: 8 ELBO: -92984.33 tau: 1.727544 beta: 8.502449 diff 0.0008389739 Iteration: 9 ELBO: -92917.98 tau: 1.727965 beta: 10.39087 diff 0.0007135464 Iteration: 10 ELBO: -92861.05 tau: 1.728139 beta: 12.56198 diff 0.0006126738 Iteration: 11 ELBO: -92811.87 tau: 1.72815 beta: 15.0185 diff 0.0005295987 Iteration: 12 ELBO: -92769.19 tau: 1.728055 beta: 17.75601 diff 0.0004598208 Iteration: 13 ELBO: -92732.04 tau: 1.727891 beta: 20.76339 diff 0.0004004842 Iteration: 14 ELBO: -92699.61 tau: 1.727683 beta: 24.02394 diff 0.000349724 Iteration: 15 ELBO: -92671.22 tau: 1.727446 beta: 27.51696 diff 0.0003062763 Iteration: 16 ELBO: -92646.28 tau: 1.727188 beta: 31.21912 diff 0.0002691085 Iteration: 17 ELBO: -92624.3 tau: 1.726919 beta: 35.10554 diff 0.0002372027 Iteration: 18 ELBO: -92604.89 tau: 1.726641 beta: 39.15063 diff 0.0002095631 Iteration: 19 ELBO: -92587.73 tau: 1.726357 beta: 43.32877 diff 0.0001853182 Iteration: 20 ELBO: -92572.57 tau: 1.726068 beta: 47.61483 diff 0.000163794 Iteration: 21 ELBO: -92559.19 tau: 1.725772 beta: 51.98467 diff 0.0001445251 Iteration: 22 ELBO: -92547.41 tau: 1.725469 beta: 56.41532 diff 0.0001272167 Iteration: 23 ELBO: -92537.08 tau: 1.725159 beta: 60.88522 diff 0.0001116861 After 24 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93622.61 tau: 1.754108 beta: 1.862715 diff Inf Iteration: 2 ELBO: -92704.7 tau: 1.759176 beta: 2.195912 diff 0.009804431 Iteration: 3 ELBO: -92407.49 tau: 1.767268 beta: 2.709559 diff 0.00320596 Iteration: 4 ELBO: -92212.09 tau: 1.773992 beta: 3.38727 diff 0.002114555 Iteration: 5 ELBO: -92070.84 tau: 1.777934 beta: 4.249307 diff 0.001531736 Iteration: 6 ELBO: -91959.52 tau: 1.780118 beta: 5.319759 diff 0.001209128 Iteration: 7 ELBO: -91867.18 tau: 1.781352 beta: 6.620399 diff 0.001004152 Iteration: 8 ELBO: -91788.74 tau: 1.78205 beta: 8.16927 diff 0.0008538498 Iteration: 9 ELBO: -91721.44 tau: 1.782411 beta: 9.980022 diff 0.0007332136 Iteration: 10 ELBO: -91663.46 tau: 1.782541 beta: 12.0617 diff 0.000632063 Iteration: 11 ELBO: -91613.43 tau: 1.782502 beta: 14.41843 diff 0.0005457801 Iteration: 12 ELBO: -91570.23 tau: 1.782341 beta: 17.04871 diff 0.0004716284 Iteration: 13 ELBO: -91532.91 tau: 1.782091 beta: 19.94496 diff 0.0004075056 Iteration: 14 ELBO: -91500.72 tau: 1.781777 beta: 23.09334 diff 0.0003516602 Iteration: 15 ELBO: -91473.03 tau: 1.781417 beta: 26.47429 diff 0.0003027009 Iteration: 16 ELBO: -91449.27 tau: 1.781021 beta: 30.06353 diff 0.0002596653 Iteration: 17 ELBO: -91428.97 tau: 1.780597 beta: 33.83349 diff 0.0002219758 Iteration: 18 ELBO: -91411.67 tau: 1.78015 beta: 37.75462 diff 0.0001892524 Iteration: 19 ELBO: -91396.94 tau: 1.779686 beta: 41.79678 diff 0.0001611326 Iteration: 20 ELBO: -91384.4 tau: 1.779212 beta: 45.93037 diff 0.0001371975 Iteration: 21 ELBO: -91373.71 tau: 1.778732 beta: 50.1272 diff 0.0001169743 After 22 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92384.82 tau: 1.81078 beta: 1.806023 diff Inf Iteration: 2 ELBO: -91461.23 tau: 1.817163 beta: 2.126412 diff 0.009997199 Iteration: 3 ELBO: -91177.41 tau: 1.824545 beta: 2.632698 diff 0.00310322 Iteration: 4 ELBO: -90988.6 tau: 1.830307 beta: 3.311289 diff 0.0020707 Iteration: 5 ELBO: -90846.09 tau: 1.833802 beta: 4.181237 diff 0.001566245 Iteration: 6 ELBO: -90730.57 tau: 1.83591 beta: 5.26745 diff 0.001271655 Iteration: 7 ELBO: -90634.03 tau: 1.837191 beta: 6.595091 diff 0.001064023 Iteration: 8 ELBO: -90552.35 tau: 1.837939 beta: 8.187006 diff 0.0009012355 Iteration: 9 ELBO: -90482.89 tau: 1.838316 beta: 10.06205 diff 0.0007670627 Iteration: 10 ELBO: -90423.71 tau: 1.838423 beta: 12.23388 diff 0.0006540158 Iteration: 11 ELBO: -90373.25 tau: 1.838329 beta: 14.71015 diff 0.0005580335 Iteration: 12 ELBO: -90330.2 tau: 1.838083 beta: 17.4922 diff 0.0004764261 Iteration: 13 ELBO: -90293.42 tau: 1.837724 beta: 20.57529 diff 0.0004070874 Iteration: 14 ELBO: -90261.98 tau: 1.83728 beta: 23.94926 diff 0.0003482667 Iteration: 15 ELBO: -90235.03 tau: 1.836774 beta: 27.59951 diff 0.0002984914 Iteration: 16 ELBO: -90211.89 tau: 1.836226 beta: 31.508 diff 0.0002564959 Iteration: 17 ELBO: -90191.94 tau: 1.83565 beta: 35.6543 diff 0.0002211567 Iteration: 18 ELBO: -90174.67 tau: 1.83506 beta: 40.01655 diff 0.0001914615 Iteration: 19 ELBO: -90159.66 tau: 1.834464 beta: 44.57228 diff 0.0001665058 Iteration: 20 ELBO: -90146.54 tau: 1.83387 beta: 49.29915 diff 0.0001454964 Iteration: 21 ELBO: -90135.02 tau: 1.833286 beta: 54.17534 diff 0.000127748 Iteration: 22 ELBO: -90124.87 tau: 1.832714 beta: 59.17995 diff 0.000112676 After 23 iteration ends!
R[write to console]: Factor 12 retained!
Iteration: 1 ELBO: -91225.13 tau: 1.86377 beta: 1.889207 diff Inf Iteration: 2 ELBO: -90327.06 tau: 1.867978 beta: 2.242648 diff 0.009844501 Iteration: 3 ELBO: -90047.43 tau: 1.874514 beta: 2.805154 diff 0.00309576 Iteration: 4 ELBO: -89856.78 tau: 1.880371 beta: 3.560001 diff 0.002117215 Iteration: 5 ELBO: -89712.46 tau: 1.884121 beta: 4.526327 diff 0.001606193 Iteration: 6 ELBO: -89595.91 tau: 1.886395 beta: 5.729252 diff 0.001299162 Iteration: 7 ELBO: -89498.53 tau: 1.887794 beta: 7.193556 diff 0.001086805 Iteration: 8 ELBO: -89416.02 tau: 1.888644 beta: 8.941062 diff 0.0009219292 Iteration: 9 ELBO: -89345.74 tau: 1.889118 beta: 10.98867 diff 0.0007860409 Iteration: 10 ELBO: -89285.77 tau: 1.889316 beta: 13.34714 diff 0.0006711171 Iteration: 11 ELBO: -89234.61 tau: 1.889306 beta: 16.02066 diff 0.0005730469 Iteration: 12 ELBO: -89190.95 tau: 1.889135 beta: 19.00685 diff 0.0004893146 Iteration: 13 ELBO: -89153.67 tau: 1.888841 beta: 22.29724 diff 0.0004179891 Iteration: 14 ELBO: -89121.81 tau: 1.888453 beta: 25.87816 diff 0.0003573597 Iteration: 15 ELBO: -89094.54 tau: 1.887995 beta: 29.73195 diff 0.0003058967 Iteration: 16 ELBO: -89071.17 tau: 1.887485 beta: 33.83834 diff 0.0002622898 Iteration: 17 ELBO: -89051.09 tau: 1.886936 beta: 38.17573 diff 0.0002254353 Iteration: 18 ELBO: -89033.79 tau: 1.88636 beta: 42.72212 diff 0.0001943784 Iteration: 19 ELBO: -89018.8 tau: 1.885766 beta: 47.45581 diff 0.0001682607 Iteration: 20 ELBO: -89005.78 tau: 1.885164 beta: 52.35568 diff 0.0001463005 Iteration: 21 ELBO: -88994.41 tau: 1.88456 beta: 57.40141 diff 0.0001277976 Iteration: 22 ELBO: -88984.43 tau: 1.88396 beta: 62.57355 diff 0.0001121433 After 23 iteration ends!
R[write to console]: Factor 13 zeroed out!
[SoftImpute] Max Singular Value of X_init = 512.397017 [SoftImpute] Iter 1: observed MAE=0.006670 rank=943 [SoftImpute] Iter 2: observed MAE=0.006579 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006580 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=943 [SoftImpute] Iter 7: observed MAE=0.006581 rank=941 [SoftImpute] Iter 8: observed MAE=0.006581 rank=940 [SoftImpute] Iter 9: observed MAE=0.006582 rank=939 [SoftImpute] Iter 10: observed MAE=0.006582 rank=937 [SoftImpute] Iter 11: observed MAE=0.006582 rank=935 [SoftImpute] Iter 12: observed MAE=0.006581 rank=933 [SoftImpute] Iter 13: observed MAE=0.006581 rank=932 [SoftImpute] Iter 14: observed MAE=0.006581 rank=930 [SoftImpute] Iter 15: observed MAE=0.006581 rank=929 [SoftImpute] Iter 16: observed MAE=0.006581 rank=927 [SoftImpute] Iter 17: observed MAE=0.006580 rank=924 [SoftImpute] Iter 18: observed MAE=0.006580 rank=921 [SoftImpute] Iter 19: observed MAE=0.006580 rank=920 [SoftImpute] Iter 20: observed MAE=0.006579 rank=918 [SoftImpute] Iter 21: observed MAE=0.006579 rank=917 [SoftImpute] Iter 22: observed MAE=0.006578 rank=914 [SoftImpute] Iter 23: observed MAE=0.006577 rank=911 [SoftImpute] Iter 24: observed MAE=0.006576 rank=910 [SoftImpute] Iter 25: observed MAE=0.006576 rank=908 [SoftImpute] Iter 26: observed MAE=0.006575 rank=905 [SoftImpute] Iter 27: observed MAE=0.006574 rank=903 [SoftImpute] Iter 28: observed MAE=0.006573 rank=900 [SoftImpute] Iter 29: observed MAE=0.006572 rank=898 [SoftImpute] Iter 30: observed MAE=0.006571 rank=896 [SoftImpute] Iter 31: observed MAE=0.006571 rank=894 [SoftImpute] Iter 32: observed MAE=0.006570 rank=892 [SoftImpute] Iter 33: observed MAE=0.006569 rank=890 [SoftImpute] Iter 34: observed MAE=0.006568 rank=888 [SoftImpute] Iter 35: observed MAE=0.006567 rank=887 [SoftImpute] Iter 36: observed MAE=0.006566 rank=885 [SoftImpute] Iter 37: observed MAE=0.006565 rank=883 [SoftImpute] Iter 38: observed MAE=0.006564 rank=881 [SoftImpute] Iter 39: observed MAE=0.006563 rank=878 [SoftImpute] Iter 40: observed MAE=0.006561 rank=876 [SoftImpute] Iter 41: observed MAE=0.006560 rank=875 [SoftImpute] Iter 42: observed MAE=0.006560 rank=874 [SoftImpute] Iter 43: observed MAE=0.006559 rank=871 [SoftImpute] Iter 44: observed MAE=0.006557 rank=869 [SoftImpute] Iter 45: observed MAE=0.006556 rank=867 [SoftImpute] Iter 46: observed MAE=0.006555 rank=865 [SoftImpute] Iter 47: observed MAE=0.006553 rank=862 [SoftImpute] Iter 48: observed MAE=0.006552 rank=861 [SoftImpute] Iter 49: observed MAE=0.006551 rank=859 [SoftImpute] Iter 50: observed MAE=0.006550 rank=857 [SoftImpute] Iter 51: observed MAE=0.006548 rank=854 [SoftImpute] Iter 52: observed MAE=0.006547 rank=853 [SoftImpute] Iter 53: observed MAE=0.006545 rank=851 [SoftImpute] Iter 54: observed MAE=0.006544 rank=848 [SoftImpute] Iter 55: observed MAE=0.006543 rank=848 [SoftImpute] Iter 56: observed MAE=0.006542 rank=847 [SoftImpute] Iter 57: observed MAE=0.006541 rank=845 [SoftImpute] Iter 58: observed MAE=0.006539 rank=842 [SoftImpute] Iter 59: observed MAE=0.006538 rank=840 [SoftImpute] Iter 60: observed MAE=0.006536 rank=838 [SoftImpute] Iter 61: observed MAE=0.006535 rank=837 [SoftImpute] Iter 62: observed MAE=0.006533 rank=835 [SoftImpute] Iter 63: observed MAE=0.006532 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1465 missing, elapsed time: 4.077 Imputing row 101/943 with 1626 missing, elapsed time: 5.571 Imputing row 201/943 with 1373 missing, elapsed time: 7.090 Imputing row 301/943 with 1453 missing, elapsed time: 8.582 Imputing row 401/943 with 1569 missing, elapsed time: 10.064 Imputing row 501/943 with 1622 missing, elapsed time: 11.558 Imputing row 601/943 with 1566 missing, elapsed time: 13.074 Imputing row 701/943 with 1654 missing, elapsed time: 14.581 Imputing row 801/943 with 1660 missing, elapsed time: 16.094 Imputing row 901/943 with 1582 missing, elapsed time: 17.594 [KNN] Warning: 34285/1586126 still missing after imputation, replacing with 0 ########### perturbation 5 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215678.5 tau: 0.08825367 beta: 0.05995265 diff Inf Iteration: 2 ELBO: -130327.1 tau: 0.7123049 beta: 0.1003653 diff 0.3957343 Iteration: 3 ELBO: -115040.7 tau: 1.090089 beta: 0.3827557 diff 0.1172928 Iteration: 4 ELBO: -113142.7 tau: 1.148738 beta: 0.784104 diff 0.01649803 Iteration: 5 ELBO: -112713.6 tau: 1.159207 beta: 1.057546 diff 0.003793185 Iteration: 6 ELBO: -112620.6 tau: 1.160703 beta: 1.211323 diff 0.0008250068 Iteration: 7 ELBO: -112600.9 tau: 1.160629 beta: 1.292363 diff 0.0001745921 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108647.9 tau: 1.199592 beta: 1.876212 diff Inf Iteration: 2 ELBO: -107711.4 tau: 1.205346 beta: 2.140097 diff 0.008619595 Iteration: 3 ELBO: -107177.5 tau: 1.221137 beta: 2.430994 diff 0.004956627 Iteration: 4 ELBO: -106448.3 tau: 1.248557 beta: 2.745402 diff 0.006803671 Iteration: 5 ELBO: -105999.4 tau: 1.266315 beta: 3.200624 diff 0.004216533 Iteration: 6 ELBO: -105818.1 tau: 1.272665 beta: 3.753832 diff 0.001710967 Iteration: 7 ELBO: -105728.1 tau: 1.274768 beta: 4.371227 diff 0.0008506982 Iteration: 8 ELBO: -105669.4 tau: 1.275502 beta: 5.041705 diff 0.0005547519 Iteration: 9 ELBO: -105624.4 tau: 1.275756 beta: 5.761903 diff 0.0004259083 Iteration: 10 ELBO: -105587.1 tau: 1.275815 beta: 6.530517 diff 0.000353263 Iteration: 11 ELBO: -105555.1 tau: 1.275784 beta: 7.346017 diff 0.0003031682 Iteration: 12 ELBO: -105527.2 tau: 1.275705 beta: 8.205655 diff 0.0002637241 Iteration: 13 ELBO: -105503 tau: 1.275599 beta: 9.105152 diff 0.0002301984 Iteration: 14 ELBO: -105481.8 tau: 1.275476 beta: 10.03877 diff 0.0002006151 Iteration: 15 ELBO: -105463.4 tau: 1.275341 beta: 10.99959 diff 0.0001741304 Iteration: 16 ELBO: -105447.6 tau: 1.275197 beta: 11.97985 diff 0.0001503698 Iteration: 17 ELBO: -105433.9 tau: 1.275049 beta: 12.97132 diff 0.0001291402 Iteration: 18 ELBO: -105422.3 tau: 1.274898 beta: 13.96563 diff 0.0001103031 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105275.6 tau: 1.305925 beta: 1.879698 diff Inf Iteration: 2 ELBO: -104323.8 tau: 1.311656 beta: 2.182789 diff 0.009041371 Iteration: 3 ELBO: -103986.2 tau: 1.320616 beta: 2.626614 diff 0.003235675 Iteration: 4 ELBO: -103729.9 tau: 1.329327 beta: 3.184629 diff 0.002464877 Iteration: 5 ELBO: -103526.2 tau: 1.336047 beta: 3.874515 diff 0.001964322 Iteration: 6 ELBO: -103364.3 tau: 1.340786 beta: 4.724741 diff 0.001563765 Iteration: 7 ELBO: -103235.7 tau: 1.343936 beta: 5.754585 diff 0.001243978 Iteration: 8 ELBO: -103132.3 tau: 1.346008 beta: 6.9663 diff 0.001001052 Iteration: 9 ELBO: -103049.6 tau: 1.347355 beta: 8.349018 diff 0.0008026844 Iteration: 10 ELBO: -102984.6 tau: 1.34816 beta: 9.884878 diff 0.0006300971 Iteration: 11 ELBO: -102934.6 tau: 1.348544 beta: 11.55526 diff 0.0004861797 Iteration: 12 ELBO: -102895.9 tau: 1.348621 beta: 13.3445 diff 0.0003759706 Iteration: 13 ELBO: -102865.3 tau: 1.348499 beta: 15.23947 diff 0.0002966516 Iteration: 14 ELBO: -102840.6 tau: 1.348261 beta: 17.22765 diff 0.0002400451 Iteration: 15 ELBO: -102820.3 tau: 1.347962 beta: 19.29582 diff 0.0001982917 Iteration: 16 ELBO: -102803.2 tau: 1.347634 beta: 21.42951 diff 0.0001659794 Iteration: 17 ELBO: -102788.8 tau: 1.347295 beta: 23.61327 diff 0.0001398302 Iteration: 18 ELBO: -102776.7 tau: 1.346954 beta: 25.83134 diff 0.0001179681 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103249.4 tau: 1.374332 beta: 1.867995 diff Inf Iteration: 2 ELBO: -102307.7 tau: 1.380119 beta: 2.177075 diff 0.009120077 Iteration: 3 ELBO: -101993.3 tau: 1.38846 beta: 2.634501 diff 0.00307332 Iteration: 4 ELBO: -101787.6 tau: 1.395234 beta: 3.213536 diff 0.002017191 Iteration: 5 ELBO: -101641.5 tau: 1.399457 beta: 3.922542 diff 0.001435113 Iteration: 6 ELBO: -101526.5 tau: 1.402177 beta: 4.772072 diff 0.001131788 Iteration: 7 ELBO: -101430 tau: 1.404102 beta: 5.770299 diff 0.0009506267 Iteration: 8 ELBO: -101346.6 tau: 1.40555 beta: 6.922638 diff 0.0008214875 Iteration: 9 ELBO: -101273.4 tau: 1.40669 beta: 8.230451 diff 0.0007230505 Iteration: 10 ELBO: -101207.5 tau: 1.40766 beta: 9.689717 diff 0.0006499745 Iteration: 11 ELBO: -101146.9 tau: 1.408577 beta: 11.2903 diff 0.0005990248 Iteration: 12 ELBO: -101089.8 tau: 1.409533 beta: 13.01566 diff 0.0005643694 Iteration: 13 ELBO: -101035.6 tau: 1.410569 beta: 14.84372 diff 0.0005366769 Iteration: 14 ELBO: -100984.6 tau: 1.411664 beta: 16.74962 diff 0.0005045154 Iteration: 15 ELBO: -100938.3 tau: 1.41274 beta: 18.70968 diff 0.0004583828 Iteration: 16 ELBO: -100898.2 tau: 1.413694 beta: 20.70304 diff 0.0003973293 Iteration: 17 ELBO: -100865 tau: 1.414458 beta: 22.70982 diff 0.0003294046 Iteration: 18 ELBO: -100838.3 tau: 1.415016 beta: 24.70982 diff 0.000264088 Iteration: 19 ELBO: -100817.5 tau: 1.415384 beta: 26.68403 diff 0.0002067111 Iteration: 20 ELBO: -100801.5 tau: 1.415591 beta: 28.61747 diff 0.0001589059 Iteration: 21 ELBO: -100789.3 tau: 1.41567 beta: 30.50024 diff 0.0001208268 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101254 tau: 1.445743 beta: 1.846142 diff Inf Iteration: 2 ELBO: -100301.6 tau: 1.452862 beta: 2.127777 diff 0.009406991 Iteration: 3 ELBO: -99988.24 tau: 1.461746 beta: 2.557043 diff 0.003123705 Iteration: 4 ELBO: -99787.72 tau: 1.468447 beta: 3.119054 diff 0.002005466 Iteration: 5 ELBO: -99646.87 tau: 1.472329 beta: 3.824809 diff 0.001411453 Iteration: 6 ELBO: -99538.14 tau: 1.474575 beta: 4.683714 diff 0.001091158 Iteration: 7 ELBO: -99448.55 tau: 1.475988 beta: 5.702311 diff 0.0009000677 Iteration: 8 ELBO: -99372.35 tau: 1.476948 beta: 6.885392 diff 0.0007662272 Iteration: 9 ELBO: -99306.91 tau: 1.477616 beta: 8.236236 diff 0.0006585379 Iteration: 10 ELBO: -99250.74 tau: 1.478061 beta: 9.756422 diff 0.0005656325 Iteration: 11 ELBO: -99202.67 tau: 1.478324 beta: 11.44509 diff 0.0004843285 Iteration: 12 ELBO: -99161.63 tau: 1.478438 beta: 13.29805 diff 0.000413706 Iteration: 13 ELBO: -99126.64 tau: 1.478431 beta: 15.30755 diff 0.0003528836 Iteration: 14 ELBO: -99096.8 tau: 1.478326 beta: 17.46258 diff 0.000300962 Iteration: 15 ELBO: -99071.34 tau: 1.478147 beta: 19.74932 diff 0.0002569609 Iteration: 16 ELBO: -99049.58 tau: 1.477912 beta: 22.15139 diff 0.0002196417 Iteration: 17 ELBO: -99030.98 tau: 1.477637 beta: 24.65066 diff 0.0001877726 Iteration: 18 ELBO: -99015.09 tau: 1.477335 beta: 27.22815 diff 0.000160459 Iteration: 19 ELBO: -99001.51 tau: 1.477014 beta: 29.86494 diff 0.0001371393 Iteration: 20 ELBO: -98989.89 tau: 1.476682 beta: 32.54273 diff 0.0001173744 Iteration: 21 ELBO: -98979.92 tau: 1.476346 beta: 35.24428 diff 0.0001007083 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99700.15 tau: 1.504635 beta: 1.83435 diff Inf Iteration: 2 ELBO: -98737.54 tau: 1.51162 beta: 2.128159 diff 0.009655074 Iteration: 3 ELBO: -98434.1 tau: 1.520145 beta: 2.574737 diff 0.003073202 Iteration: 4 ELBO: -98241.95 tau: 1.526299 beta: 3.157003 diff 0.001952003 Iteration: 5 ELBO: -98104.6 tau: 1.529808 beta: 3.885493 diff 0.001398126 Iteration: 6 ELBO: -97997.56 tau: 1.531805 beta: 4.772365 diff 0.001091076 Iteration: 7 ELBO: -97909.33 tau: 1.533021 beta: 5.827519 diff 0.0009003179 Iteration: 8 ELBO: -97834.47 tau: 1.533805 beta: 7.057504 diff 0.0007645564 Iteration: 9 ELBO: -97770.07 tau: 1.53433 beta: 8.463906 diff 0.0006582472 Iteration: 10 ELBO: -97714.44 tau: 1.534686 beta: 10.04326 diff 0.0005690221 Iteration: 11 ELBO: -97666.48 tau: 1.534913 beta: 11.78793 diff 0.0004907936 Iteration: 12 ELBO: -97625.35 tau: 1.535029 beta: 13.68719 diff 0.0004211154 Iteration: 13 ELBO: -97590.28 tau: 1.535045 beta: 15.72807 diff 0.0003592687 Iteration: 14 ELBO: -97560.5 tau: 1.534968 beta: 17.89614 diff 0.0003050869 Iteration: 15 ELBO: -97535.3 tau: 1.53481 beta: 20.1762 diff 0.0002583842 Iteration: 16 ELBO: -97513.96 tau: 1.534583 beta: 22.55316 diff 0.0002187841 Iteration: 17 ELBO: -97495.85 tau: 1.534299 beta: 25.01276 diff 0.0001857109 Iteration: 18 ELBO: -97480.4 tau: 1.533971 beta: 27.54215 diff 0.0001584271 Iteration: 19 ELBO: -97467.13 tau: 1.533609 beta: 30.13025 diff 0.0001361074 Iteration: 20 ELBO: -97455.64 tau: 1.533224 beta: 32.76784 diff 0.0001179298 Iteration: 21 ELBO: -97445.59 tau: 1.532824 beta: 35.44752 diff 0.0001031433 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98206.97 tau: 1.562086 beta: 1.848947 diff Inf Iteration: 2 ELBO: -97293.25 tau: 1.568079 beta: 2.167176 diff 0.009303952 Iteration: 3 ELBO: -97017.15 tau: 1.574428 beta: 2.67362 diff 0.002837842 Iteration: 4 ELBO: -96828.9 tau: 1.579748 beta: 3.34023 diff 0.001940361 Iteration: 5 ELBO: -96684.36 tau: 1.583313 beta: 4.173934 diff 0.001492723 Iteration: 6 ELBO: -96566.88 tau: 1.58568 beta: 5.188443 diff 0.001215149 Iteration: 7 ELBO: -96468.71 tau: 1.587328 beta: 6.395697 diff 0.001016536 Iteration: 8 ELBO: -96385.92 tau: 1.588508 beta: 7.80395 diff 0.0008582499 Iteration: 9 ELBO: -96315.95 tau: 1.589343 beta: 9.417185 diff 0.000725951 Iteration: 10 ELBO: -96256.82 tau: 1.589904 beta: 11.23527 diff 0.0006138574 Iteration: 11 ELBO: -96206.86 tau: 1.59024 beta: 13.25419 diff 0.0005191022 Iteration: 12 ELBO: -96164.57 tau: 1.590394 beta: 15.46607 diff 0.0004395758 Iteration: 13 ELBO: -96128.69 tau: 1.590404 beta: 17.85953 diff 0.0003730796 Iteration: 14 ELBO: -96098.18 tau: 1.590301 beta: 20.42022 diff 0.0003173985 Iteration: 15 ELBO: -96072.17 tau: 1.590111 beta: 23.13178 diff 0.0002706417 Iteration: 16 ELBO: -96049.94 tau: 1.589855 beta: 25.97698 diff 0.0002313912 Iteration: 17 ELBO: -96030.87 tau: 1.58955 beta: 28.93863 diff 0.0001985933 Iteration: 18 ELBO: -96014.41 tau: 1.589211 beta: 32.00042 diff 0.0001713687 Iteration: 19 ELBO: -96000.11 tau: 1.588849 beta: 35.14754 diff 0.0001489126 Iteration: 20 ELBO: -95987.58 tau: 1.588475 beta: 38.36705 diff 0.000130494 Iteration: 21 ELBO: -95976.5 tau: 1.588096 beta: 41.64823 diff 0.0001154838 Iteration: 22 ELBO: -95966.58 tau: 1.587718 beta: 44.98266 diff 0.0001033666 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96845.49 tau: 1.615528 beta: 1.892426 diff Inf Iteration: 2 ELBO: -95941.13 tau: 1.620262 beta: 2.247319 diff 0.009338131 Iteration: 3 ELBO: -95648.05 tau: 1.627888 beta: 2.784496 diff 0.003054791 Iteration: 4 ELBO: -95447.39 tau: 1.63438 beta: 3.4989 diff 0.002097971 Iteration: 5 ELBO: -95298.32 tau: 1.638312 beta: 4.419647 diff 0.001561711 Iteration: 6 ELBO: -95178.98 tau: 1.640647 beta: 5.572523 diff 0.001252302 Iteration: 7 ELBO: -95079.95 tau: 1.642093 beta: 6.979523 diff 0.001040435 Iteration: 8 ELBO: -94996.68 tau: 1.642992 beta: 8.659443 diff 0.0008758572 Iteration: 9 ELBO: -94926.21 tau: 1.64353 beta: 10.62595 diff 0.0007417549 Iteration: 10 ELBO: -94866.55 tau: 1.643809 beta: 12.88669 diff 0.0006285229 Iteration: 11 ELBO: -94816.15 tau: 1.643884 beta: 15.44285 diff 0.0005312936 Iteration: 12 ELBO: -94773.69 tau: 1.643795 beta: 18.28874 diff 0.0004478375 Iteration: 13 ELBO: -94737.99 tau: 1.643574 beta: 21.41166 diff 0.0003766545 Iteration: 14 ELBO: -94708.02 tau: 1.643251 beta: 24.793 diff 0.0003163064 Iteration: 15 ELBO: -94682.88 tau: 1.642851 beta: 28.41048 diff 0.0002655305 Iteration: 16 ELBO: -94661.73 tau: 1.642391 beta: 32.24046 diff 0.0002232911 Iteration: 17 ELBO: -94643.89 tau: 1.64189 beta: 36.25938 diff 0.0001885235 Iteration: 18 ELBO: -94628.74 tau: 1.641361 beta: 40.4447 diff 0.0001600376 Iteration: 19 ELBO: -94615.81 tau: 1.640817 beta: 44.77559 diff 0.0001366858 Iteration: 20 ELBO: -94604.69 tau: 1.640265 beta: 49.23347 diff 0.000117497 Iteration: 21 ELBO: -94595.07 tau: 1.639713 beta: 53.80239 diff 0.0001016876 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95606.94 tau: 1.666512 beta: 1.888355 diff Inf Iteration: 2 ELBO: -94691.44 tau: 1.671958 beta: 2.24585 diff 0.009575741 Iteration: 3 ELBO: -94405.46 tau: 1.679496 beta: 2.804135 diff 0.003020073 Iteration: 4 ELBO: -94217.57 tau: 1.685126 beta: 3.563354 diff 0.001990219 Iteration: 5 ELBO: -94076.81 tau: 1.688345 beta: 4.543837 diff 0.00149398 Iteration: 6 ELBO: -93961.55 tau: 1.690281 beta: 5.765431 diff 0.001225265 Iteration: 7 ELBO: -93863.61 tau: 1.691575 beta: 7.247682 diff 0.001042286 Iteration: 8 ELBO: -93779.44 tau: 1.692496 beta: 9.008853 diff 0.0008966887 Iteration: 9 ELBO: -93706.9 tau: 1.693166 beta: 11.06204 diff 0.0007735166 Iteration: 10 ELBO: -93644.44 tau: 1.693654 beta: 13.41245 diff 0.0006665809 Iteration: 11 ELBO: -93590.92 tau: 1.693986 beta: 16.05719 diff 0.0005715676 Iteration: 12 ELBO: -93545.43 tau: 1.694166 beta: 18.98694 diff 0.0004860513 Iteration: 13 ELBO: -93507.1 tau: 1.694192 beta: 22.18783 diff 0.0004097494 Iteration: 14 ELBO: -93474.97 tau: 1.694073 beta: 25.64259 diff 0.0003435354 Iteration: 15 ELBO: -93448.08 tau: 1.693831 beta: 29.33096 diff 0.0002877143 Iteration: 16 ELBO: -93425.52 tau: 1.693493 beta: 33.23023 diff 0.0002414674 Iteration: 17 ELBO: -93406.51 tau: 1.693086 beta: 37.31614 diff 0.0002033893 Iteration: 18 ELBO: -93390.44 tau: 1.692632 beta: 41.56381 diff 0.0001720325 Iteration: 19 ELBO: -93376.8 tau: 1.692147 beta: 45.94875 diff 0.000146141 Iteration: 20 ELBO: -93365.15 tau: 1.691645 beta: 50.44759 diff 0.0001246955 Iteration: 21 ELBO: -93355.17 tau: 1.691135 beta: 55.03869 diff 0.0001068862 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94368.66 tau: 1.720052 beta: 1.933069 diff Inf Iteration: 2 ELBO: -93460.95 tau: 1.725561 beta: 2.288629 diff 0.009618758 Iteration: 3 ELBO: -93180.23 tau: 1.732605 beta: 2.843246 diff 0.003003686 Iteration: 4 ELBO: -92994.87 tau: 1.738031 beta: 3.585091 diff 0.001989173 Iteration: 5 ELBO: -92856.45 tau: 1.741209 beta: 4.534483 diff 0.001488487 Iteration: 6 ELBO: -92744.97 tau: 1.743051 beta: 5.71701 diff 0.001200642 Iteration: 7 ELBO: -92651.76 tau: 1.744146 beta: 7.158609 diff 0.001004986 Iteration: 8 ELBO: -92572.45 tau: 1.744797 beta: 8.882245 diff 0.0008559336 Iteration: 9 ELBO: -92504.47 tau: 1.745164 beta: 10.90491 diff 0.0007344496 Iteration: 10 ELBO: -92446.03 tau: 1.745338 beta: 13.23578 diff 0.0006317539 Iteration: 11 ELBO: -92395.78 tau: 1.745372 beta: 15.87566 diff 0.0005435339 Iteration: 12 ELBO: -92352.58 tau: 1.7453 beta: 18.81741 diff 0.0004675035 Iteration: 13 ELBO: -92315.43 tau: 1.745146 beta: 22.04673 diff 0.0004022425 Iteration: 14 ELBO: -92283.44 tau: 1.744931 beta: 25.54295 diff 0.0003465248 Iteration: 15 ELBO: -92255.85 tau: 1.744673 beta: 29.27992 diff 0.0002990014 Iteration: 16 ELBO: -92232.03 tau: 1.744387 beta: 33.22718 diff 0.0002582521 Iteration: 17 ELBO: -92211.46 tau: 1.744082 beta: 37.35157 diff 0.0002230072 Iteration: 18 ELBO: -92193.73 tau: 1.743762 beta: 41.61922 diff 0.0001923024 Iteration: 19 ELBO: -92178.47 tau: 1.743428 beta: 45.9974 diff 0.0001654869 Iteration: 20 ELBO: -92165.37 tau: 1.743082 beta: 50.45583 diff 0.0001421334 Iteration: 21 ELBO: -92154.13 tau: 1.742723 beta: 54.96728 diff 0.0001219249 Iteration: 22 ELBO: -92144.49 tau: 1.742353 beta: 59.50759 diff 0.0001045675 After 23 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93233.05 tau: 1.771259 beta: 1.874262 diff Inf Iteration: 2 ELBO: -92328.49 tau: 1.775454 beta: 2.221241 diff 0.009702082 Iteration: 3 ELBO: -92034.45 tau: 1.78286 beta: 2.757154 diff 0.003184754 Iteration: 4 ELBO: -91834.83 tau: 1.789453 beta: 3.467101 diff 0.002168989 Iteration: 5 ELBO: -91688.07 tau: 1.793552 beta: 4.371307 diff 0.001598028 Iteration: 6 ELBO: -91572.2 tau: 1.795979 beta: 5.494852 diff 0.001263816 Iteration: 7 ELBO: -91476.52 tau: 1.797448 beta: 6.861993 diff 0.00104486 Iteration: 8 ELBO: -91395.47 tau: 1.798353 beta: 8.493281 diff 0.0008859572 Iteration: 9 ELBO: -91325.93 tau: 1.798905 beta: 10.40373 diff 0.0007609288 Iteration: 10 ELBO: -91265.97 tau: 1.799219 beta: 12.60184 diff 0.0006564959 Iteration: 11 ELBO: -91214.28 tau: 1.799359 beta: 15.08888 diff 0.0005664132 Iteration: 12 ELBO: -91169.78 tau: 1.799365 beta: 17.85838 diff 0.0004878808 Iteration: 13 ELBO: -91131.54 tau: 1.799269 beta: 20.89588 diff 0.0004193457 Iteration: 14 ELBO: -91098.78 tau: 1.799093 beta: 24.17926 diff 0.0003595599 Iteration: 15 ELBO: -91070.78 tau: 1.798858 beta: 27.67979 diff 0.0003073643 Iteration: 16 ELBO: -91046.94 tau: 1.798577 beta: 31.36373 diff 0.0002617394 Iteration: 17 ELBO: -91026.74 tau: 1.798257 beta: 35.19449 diff 0.0002218827 Iteration: 18 ELBO: -91009.7 tau: 1.797906 beta: 39.13487 diff 0.000187211 Iteration: 19 ELBO: -90995.38 tau: 1.797529 beta: 43.14897 diff 0.0001572857 Iteration: 20 ELBO: -90983.4 tau: 1.79713 beta: 47.20371 diff 0.0001317163 Iteration: 21 ELBO: -90973.38 tau: 1.796713 beta: 51.26977 diff 0.0001100984 After 22 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -91995.47 tau: 1.828059 beta: 1.826375 diff Inf Iteration: 2 ELBO: -91075.27 tau: 1.833915 beta: 2.161485 diff 0.01000267 Iteration: 3 ELBO: -90803.02 tau: 1.840679 beta: 2.694465 diff 0.002989277 Iteration: 4 ELBO: -90620.51 tau: 1.846005 beta: 3.413444 diff 0.002010048 Iteration: 5 ELBO: -90480.91 tau: 1.849207 beta: 4.343781 diff 0.001540385 Iteration: 6 ELBO: -90366.96 tau: 1.851044 beta: 5.517522 diff 0.001259477 Iteration: 7 ELBO: -90270.89 tau: 1.852095 beta: 6.965981 diff 0.001063123 Iteration: 8 ELBO: -90188.76 tau: 1.852674 beta: 8.71721 diff 0.0009097345 Iteration: 9 ELBO: -90118.24 tau: 1.852942 beta: 10.79426 diff 0.0007818923 Iteration: 10 ELBO: -90057.68 tau: 1.852988 beta: 13.21398 diff 0.0006720406 Iteration: 11 ELBO: -90005.74 tau: 1.852864 beta: 15.9865 diff 0.0005768085 Iteration: 12 ELBO: -89961.23 tau: 1.852606 beta: 19.11516 diff 0.0004944532 Iteration: 13 ELBO: -89923.12 tau: 1.852241 beta: 22.59673 diff 0.0004236866 Iteration: 14 ELBO: -89890.45 tau: 1.851793 beta: 26.42186 diff 0.0003632589 Iteration: 15 ELBO: -89862.41 tau: 1.851285 beta: 30.57561 diff 0.0003119123 Iteration: 16 ELBO: -89838.29 tau: 1.850736 beta: 35.03817 diff 0.0002684416 Iteration: 17 ELBO: -89817.47 tau: 1.850161 beta: 39.78552 diff 0.0002317431 Iteration: 18 ELBO: -89799.43 tau: 1.849577 beta: 44.79025 diff 0.0002008357 Iteration: 19 ELBO: -89783.73 tau: 1.848995 beta: 50.02233 diff 0.0001748636 Iteration: 20 ELBO: -89769.98 tau: 1.848426 beta: 55.44987 diff 0.0001530872 Iteration: 21 ELBO: -89757.88 tau: 1.847878 beta: 61.03985 diff 0.0001348629 Iteration: 22 ELBO: -89747.14 tau: 1.847359 beta: 66.75858 diff 0.0001196162 Iteration: 23 ELBO: -89737.55 tau: 1.846872 beta: 72.57207 diff 0.000106821 After 24 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.580065 [SoftImpute] Iter 1: observed MAE=0.006668 rank=943 [SoftImpute] Iter 2: observed MAE=0.006578 rank=943 [SoftImpute] Iter 3: observed MAE=0.006579 rank=943 [SoftImpute] Iter 4: observed MAE=0.006579 rank=943 [SoftImpute] Iter 5: observed MAE=0.006580 rank=943 [SoftImpute] Iter 6: observed MAE=0.006580 rank=943 [SoftImpute] Iter 7: observed MAE=0.006581 rank=942 [SoftImpute] Iter 8: observed MAE=0.006581 rank=940 [SoftImpute] Iter 9: observed MAE=0.006581 rank=939 [SoftImpute] Iter 10: observed MAE=0.006581 rank=938 [SoftImpute] Iter 11: observed MAE=0.006581 rank=936 [SoftImpute] Iter 12: observed MAE=0.006581 rank=935 [SoftImpute] Iter 13: observed MAE=0.006581 rank=934 [SoftImpute] Iter 14: observed MAE=0.006581 rank=932 [SoftImpute] Iter 15: observed MAE=0.006581 rank=929 [SoftImpute] Iter 16: observed MAE=0.006580 rank=927 [SoftImpute] Iter 17: observed MAE=0.006580 rank=925 [SoftImpute] Iter 18: observed MAE=0.006580 rank=924 [SoftImpute] Iter 19: observed MAE=0.006579 rank=922 [SoftImpute] Iter 20: observed MAE=0.006579 rank=919 [SoftImpute] Iter 21: observed MAE=0.006578 rank=917 [SoftImpute] Iter 22: observed MAE=0.006577 rank=915 [SoftImpute] Iter 23: observed MAE=0.006577 rank=914 [SoftImpute] Iter 24: observed MAE=0.006576 rank=912 [SoftImpute] Iter 25: observed MAE=0.006576 rank=910 [SoftImpute] Iter 26: observed MAE=0.006575 rank=908 [SoftImpute] Iter 27: observed MAE=0.006574 rank=907 [SoftImpute] Iter 28: observed MAE=0.006574 rank=903 [SoftImpute] Iter 29: observed MAE=0.006573 rank=902 [SoftImpute] Iter 30: observed MAE=0.006572 rank=898 [SoftImpute] Iter 31: observed MAE=0.006571 rank=896 [SoftImpute] Iter 32: observed MAE=0.006570 rank=894 [SoftImpute] Iter 33: observed MAE=0.006569 rank=891 [SoftImpute] Iter 34: observed MAE=0.006568 rank=889 [SoftImpute] Iter 35: observed MAE=0.006566 rank=886 [SoftImpute] Iter 36: observed MAE=0.006565 rank=885 [SoftImpute] Iter 37: observed MAE=0.006564 rank=884 [SoftImpute] Iter 38: observed MAE=0.006564 rank=882 [SoftImpute] Iter 39: observed MAE=0.006563 rank=880 [SoftImpute] Iter 40: observed MAE=0.006562 rank=878 [SoftImpute] Iter 41: observed MAE=0.006561 rank=876 [SoftImpute] Iter 42: observed MAE=0.006560 rank=874 [SoftImpute] Iter 43: observed MAE=0.006558 rank=872 [SoftImpute] Iter 44: observed MAE=0.006557 rank=870 [SoftImpute] Iter 45: observed MAE=0.006556 rank=868 [SoftImpute] Iter 46: observed MAE=0.006555 rank=865 [SoftImpute] Iter 47: observed MAE=0.006553 rank=864 [SoftImpute] Iter 48: observed MAE=0.006552 rank=863 [SoftImpute] Iter 49: observed MAE=0.006551 rank=860 [SoftImpute] Iter 50: observed MAE=0.006550 rank=859 [SoftImpute] Iter 51: observed MAE=0.006549 rank=856 [SoftImpute] Iter 52: observed MAE=0.006547 rank=853 [SoftImpute] Iter 53: observed MAE=0.006545 rank=851 [SoftImpute] Iter 54: observed MAE=0.006544 rank=850 [SoftImpute] Iter 55: observed MAE=0.006542 rank=848 [SoftImpute] Iter 56: observed MAE=0.006541 rank=847 [SoftImpute] Iter 57: observed MAE=0.006540 rank=845 [SoftImpute] Iter 58: observed MAE=0.006539 rank=843 [SoftImpute] Iter 59: observed MAE=0.006537 rank=840 [SoftImpute] Iter 60: observed MAE=0.006536 rank=838 [SoftImpute] Iter 61: observed MAE=0.006534 rank=837 [SoftImpute] Iter 62: observed MAE=0.006533 rank=835 [SoftImpute] Iter 63: observed MAE=0.006532 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1472 missing, elapsed time: 4.112 Imputing row 101/943 with 1635 missing, elapsed time: 5.605 Imputing row 201/943 with 1380 missing, elapsed time: 7.118 Imputing row 301/943 with 1466 missing, elapsed time: 8.616 Imputing row 401/943 with 1564 missing, elapsed time: 10.086 Imputing row 501/943 with 1625 missing, elapsed time: 11.593 Imputing row 601/943 with 1564 missing, elapsed time: 13.101 Imputing row 701/943 with 1657 missing, elapsed time: 14.598 Imputing row 801/943 with 1665 missing, elapsed time: 16.103 Imputing row 901/943 with 1582 missing, elapsed time: 17.592 [KNN] Warning: 34317/1586126 still missing after imputation, replacing with 0 ########### perturbation 6 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215893 tau: 0.08773003 beta: 0.06218103 diff Inf Iteration: 2 ELBO: -131120 tau: 0.6980351 beta: 0.1036198 diff 0.392662 Iteration: 3 ELBO: -115287.9 tau: 1.082294 beta: 0.4003661 diff 0.1207457 Iteration: 4 ELBO: -113282.9 tau: 1.144129 beta: 0.8193796 diff 0.01739064 Iteration: 5 ELBO: -112846.2 tau: 1.154971 beta: 1.099834 diff 0.003855444 Iteration: 6 ELBO: -112753.1 tau: 1.156499 beta: 1.256548 diff 0.0008246103 Iteration: 7 ELBO: -112733.6 tau: 1.156428 beta: 1.339093 diff 0.000172832 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108773.6 tau: 1.196197 beta: 1.848601 diff Inf Iteration: 2 ELBO: -107807.3 tau: 1.204199 beta: 2.078938 diff 0.008883811 Iteration: 3 ELBO: -107413.9 tau: 1.21507 beta: 2.416174 diff 0.003649151 Iteration: 4 ELBO: -107051.6 tau: 1.227339 beta: 2.82151 diff 0.003373154 Iteration: 5 ELBO: -106615.7 tau: 1.242665 beta: 3.277231 diff 0.004071828 Iteration: 6 ELBO: -106194.6 tau: 1.257738 beta: 3.82086 diff 0.003949528 Iteration: 7 ELBO: -105930.2 tau: 1.26695 beta: 4.462519 diff 0.002490245 Iteration: 8 ELBO: -105794.4 tau: 1.270996 beta: 5.179532 diff 0.001281188 Iteration: 9 ELBO: -105720 tau: 1.272543 beta: 5.948899 diff 0.0007031279 Iteration: 10 ELBO: -105672.4 tau: 1.273081 beta: 6.758532 diff 0.0004505429 Iteration: 11 ELBO: -105637.7 tau: 1.27321 beta: 7.603824 diff 0.0003283642 Iteration: 12 ELBO: -105610.2 tau: 1.273168 beta: 8.481816 diff 0.0002606183 Iteration: 13 ELBO: -105587.3 tau: 1.273055 beta: 9.388667 diff 0.0002168466 Iteration: 14 ELBO: -105567.8 tau: 1.272913 beta: 10.31925 diff 0.0001843126 Iteration: 15 ELBO: -105551.2 tau: 1.272759 beta: 11.26737 diff 0.0001577898 Iteration: 16 ELBO: -105536.9 tau: 1.2726 beta: 12.22612 diff 0.0001351396 Iteration: 17 ELBO: -105524.7 tau: 1.27244 beta: 13.18821 diff 0.0001154381 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105337.3 tau: 1.304171 beta: 1.856543 diff Inf Iteration: 2 ELBO: -104326.2 tau: 1.313151 beta: 2.117353 diff 0.009598647 Iteration: 3 ELBO: -103958.6 tau: 1.324199 beta: 2.508228 diff 0.003523112 Iteration: 4 ELBO: -103709 tau: 1.332785 beta: 3.010272 diff 0.002401562 Iteration: 5 ELBO: -103529.5 tau: 1.338352 beta: 3.632277 diff 0.001731008 Iteration: 6 ELBO: -103395.3 tau: 1.34183 beta: 4.386341 diff 0.001295341 Iteration: 7 ELBO: -103290.4 tau: 1.344001 beta: 5.281403 diff 0.001015094 Iteration: 8 ELBO: -103204.9 tau: 1.345399 beta: 6.320692 diff 0.0008281013 Iteration: 9 ELBO: -103134.3 tau: 1.346309 beta: 7.501802 diff 0.0006836525 Iteration: 10 ELBO: -103076.9 tau: 1.346847 beta: 8.81854 diff 0.0005567922 Iteration: 11 ELBO: -103030.9 tau: 1.34707 beta: 10.26428 diff 0.000446051 Iteration: 12 ELBO: -102994.1 tau: 1.347046 beta: 11.8323 diff 0.0003570877 Iteration: 13 ELBO: -102964.3 tau: 1.346855 beta: 13.51445 diff 0.0002894237 Iteration: 14 ELBO: -102939.8 tau: 1.346559 beta: 15.30055 diff 0.000238073 Iteration: 15 ELBO: -102919.4 tau: 1.346204 beta: 17.17871 diff 0.0001981383 Iteration: 16 ELBO: -102902.3 tau: 1.345817 beta: 19.13577 diff 0.000166226 Iteration: 17 ELBO: -102887.9 tau: 1.345413 beta: 21.15782 diff 0.0001401792 Iteration: 18 ELBO: -102875.6 tau: 1.345005 beta: 23.2307 diff 0.0001186119 Iteration: 19 ELBO: -102865.3 tau: 1.344598 beta: 25.34042 diff 0.000100591 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103315.7 tau: 1.371544 beta: 1.892753 diff Inf Iteration: 2 ELBO: -102359.1 tau: 1.377795 beta: 2.207966 diff 0.009258707 Iteration: 3 ELBO: -102018.5 tau: 1.388111 beta: 2.63678 diff 0.003328123 Iteration: 4 ELBO: -101796.3 tau: 1.396389 beta: 3.167842 diff 0.002177977 Iteration: 5 ELBO: -101650.6 tau: 1.401006 beta: 3.820144 diff 0.001431151 Iteration: 6 ELBO: -101545.5 tau: 1.403488 beta: 4.602615 diff 0.001034 Iteration: 7 ELBO: -101464 tau: 1.404844 beta: 5.519723 diff 0.0008018238 Iteration: 8 ELBO: -101398.3 tau: 1.405567 beta: 6.573332 diff 0.0006475288 Iteration: 9 ELBO: -101344 tau: 1.405909 beta: 7.762357 diff 0.0005357356 Iteration: 10 ELBO: -101298.4 tau: 1.406021 beta: 9.082464 diff 0.0004506137 Iteration: 11 ELBO: -101259.5 tau: 1.405992 beta: 10.52618 diff 0.0003839235 Iteration: 12 ELBO: -101225.9 tau: 1.405883 beta: 12.08332 diff 0.0003311142 Iteration: 13 ELBO: -101196.6 tau: 1.405734 beta: 13.74171 diff 0.0002895861 Iteration: 14 ELBO: -101170.5 tau: 1.405578 beta: 15.48787 diff 0.0002577354 Iteration: 15 ELBO: -101146.8 tau: 1.40544 beta: 17.30795 diff 0.0002344411 Iteration: 16 ELBO: -101124.7 tau: 1.405342 beta: 19.18847 diff 0.000218785 Iteration: 17 ELBO: -101103.5 tau: 1.405305 beta: 21.11687 diff 0.0002098645 Iteration: 18 ELBO: -101082.6 tau: 1.405345 beta: 23.08167 diff 0.0002066242 Iteration: 19 ELBO: -101061.6 tau: 1.405474 beta: 25.07219 diff 0.0002076836 Iteration: 20 ELBO: -101040.2 tau: 1.405699 beta: 27.07774 diff 0.0002111902 Iteration: 21 ELBO: -101018.5 tau: 1.406016 beta: 29.08695 diff 0.0002148238 Iteration: 22 ELBO: -100996.7 tau: 1.40641 beta: 31.08755 diff 0.0002161554 Iteration: 23 ELBO: -100975.2 tau: 1.406858 beta: 33.06634 diff 0.0002133515 Iteration: 24 ELBO: -100954.4 tau: 1.40733 beta: 35.00901 diff 0.0002057229 Iteration: 25 ELBO: -100934.8 tau: 1.407799 beta: 36.89993 diff 0.0001936666 Iteration: 26 ELBO: -100916.8 tau: 1.408247 beta: 38.72268 diff 0.0001782441 Iteration: 27 ELBO: -100900.6 tau: 1.40866 beta: 40.46106 diff 0.0001607711 Iteration: 28 ELBO: -100886.2 tau: 1.409033 beta: 42.10056 diff 0.0001424797 Iteration: 29 ELBO: -100873.7 tau: 1.409366 beta: 43.62975 diff 0.0001242926 Iteration: 30 ELBO: -100862.9 tau: 1.409658 beta: 45.04164 diff 0.0001067712 After 31 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101442.9 tau: 1.439224 beta: 1.830549 diff Inf Iteration: 2 ELBO: -100512.9 tau: 1.445945 beta: 2.107217 diff 0.00916798 Iteration: 3 ELBO: -100215.2 tau: 1.45363 beta: 2.534458 diff 0.002961489 Iteration: 4 ELBO: -100018.1 tau: 1.459717 beta: 3.093082 diff 0.001966646 Iteration: 5 ELBO: -99874.69 tau: 1.463555 beta: 3.79286 diff 0.00143414 Iteration: 6 ELBO: -99763.16 tau: 1.465976 beta: 4.642273 diff 0.001116719 Iteration: 7 ELBO: -99672.95 tau: 1.467527 beta: 5.647315 diff 0.0009042538 Iteration: 8 ELBO: -99598.05 tau: 1.468514 beta: 6.813119 diff 0.000751481 Iteration: 9 ELBO: -99534.92 tau: 1.469108 beta: 8.145552 diff 0.0006338536 Iteration: 10 ELBO: -99481.25 tau: 1.46941 beta: 9.650265 diff 0.0005391439 Iteration: 11 ELBO: -99435.26 tau: 1.469503 beta: 11.33025 diff 0.0004623573 Iteration: 12 ELBO: -99395.52 tau: 1.46945 beta: 13.18479 diff 0.0003996625 Iteration: 13 ELBO: -99360.95 tau: 1.469302 beta: 15.20949 diff 0.000347772 Iteration: 14 ELBO: -99330.72 tau: 1.46909 beta: 17.39646 diff 0.0003042279 Iteration: 15 ELBO: -99304.18 tau: 1.468838 beta: 19.73477 diff 0.0002672185 Iteration: 16 ELBO: -99280.81 tau: 1.468562 beta: 22.21093 diff 0.0002353768 Iteration: 17 ELBO: -99260.19 tau: 1.468271 beta: 24.80948 diff 0.0002076515 Iteration: 18 ELBO: -99242 tau: 1.467973 beta: 27.51353 diff 0.0001832231 Iteration: 19 ELBO: -99225.98 tau: 1.46767 beta: 30.30536 diff 0.0001614586 Iteration: 20 ELBO: -99211.9 tau: 1.467364 beta: 33.16702 diff 0.000141896 Iteration: 21 ELBO: -99199.57 tau: 1.467056 beta: 36.08094 diff 0.0001242326 Iteration: 22 ELBO: -99188.83 tau: 1.466745 beta: 39.03053 diff 0.0001082978 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99985.55 tau: 1.493647 beta: 1.84578 diff Inf Iteration: 2 ELBO: -99027.33 tau: 1.499793 beta: 2.159018 diff 0.009583668 Iteration: 3 ELBO: -98721.2 tau: 1.508205 beta: 2.629945 diff 0.003091307 Iteration: 4 ELBO: -98523.38 tau: 1.51458 beta: 3.247514 diff 0.002003866 Iteration: 5 ELBO: -98377.62 tau: 1.518523 beta: 4.02312 diff 0.001479462 Iteration: 6 ELBO: -98261.21 tau: 1.521072 beta: 4.965552 diff 0.001183293 Iteration: 7 ELBO: -98166.24 tau: 1.522739 beta: 6.083219 diff 0.0009664364 Iteration: 8 ELBO: -98088.79 tau: 1.52375 beta: 7.384664 diff 0.0007890359 Iteration: 9 ELBO: -98025.36 tau: 1.524273 beta: 8.876401 diff 0.0006465905 Iteration: 10 ELBO: -97972.89 tau: 1.524461 beta: 10.56059 diff 0.0005352718 Iteration: 11 ELBO: -97928.95 tau: 1.52443 beta: 12.43413 diff 0.0004485328 Iteration: 12 ELBO: -97891.69 tau: 1.524264 beta: 14.48875 diff 0.0003805122 Iteration: 13 ELBO: -97859.73 tau: 1.524021 beta: 16.71131 diff 0.0003264936 Iteration: 14 ELBO: -97832.05 tau: 1.52374 beta: 19.08448 diff 0.0002827711 Iteration: 15 ELBO: -97807.93 tau: 1.523446 beta: 21.58759 diff 0.0002465799 Iteration: 16 ELBO: -97786.81 tau: 1.523151 beta: 24.19785 diff 0.0002159715 Iteration: 17 ELBO: -97768.26 tau: 1.522862 beta: 26.89159 diff 0.0001896378 Iteration: 18 ELBO: -97751.96 tau: 1.522582 beta: 29.64545 diff 0.0001667334 Iteration: 19 ELBO: -97737.62 tau: 1.522311 beta: 32.43711 diff 0.0001467182 Iteration: 20 ELBO: -97724.99 tau: 1.522051 beta: 35.24573 diff 0.0001292259 Iteration: 21 ELBO: -97713.85 tau: 1.521803 beta: 38.05187 diff 0.0001139648 Iteration: 22 ELBO: -97704.02 tau: 1.521569 beta: 40.83737 diff 0.000100656 After 23 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98497.64 tau: 1.550957 beta: 1.839126 diff Inf Iteration: 2 ELBO: -97579.87 tau: 1.557134 beta: 2.140809 diff 0.009317689 Iteration: 3 ELBO: -97298.94 tau: 1.563907 beta: 2.62205 diff 0.002878988 Iteration: 4 ELBO: -97116.68 tau: 1.569061 beta: 3.264988 diff 0.001873218 Iteration: 5 ELBO: -96980.64 tau: 1.572204 beta: 4.077901 diff 0.001400781 Iteration: 6 ELBO: -96870.17 tau: 1.574206 beta: 5.070783 diff 0.001139139 Iteration: 7 ELBO: -96777.25 tau: 1.575561 beta: 6.252687 diff 0.000959198 Iteration: 8 ELBO: -96698.12 tau: 1.576486 beta: 7.632048 diff 0.000817595 Iteration: 9 ELBO: -96630.36 tau: 1.577097 beta: 9.216124 diff 0.0007008005 Iteration: 10 ELBO: -96572.01 tau: 1.577474 beta: 11.00907 diff 0.0006038146 Iteration: 11 ELBO: -96521.48 tau: 1.577688 beta: 13.0101 diff 0.0005232816 Iteration: 12 ELBO: -96477.49 tau: 1.577791 beta: 15.21287 diff 0.0004556885 Iteration: 13 ELBO: -96439.13 tau: 1.57782 beta: 17.60601 diff 0.0003976001 Iteration: 14 ELBO: -96405.73 tau: 1.577791 beta: 20.17439 diff 0.0003463964 Iteration: 15 ELBO: -96376.74 tau: 1.577708 beta: 22.9005 diff 0.0003006537 Iteration: 16 ELBO: -96351.69 tau: 1.577575 beta: 25.76561 diff 0.0002599403 Iteration: 17 ELBO: -96330.08 tau: 1.577395 beta: 28.75073 diff 0.0002242654 Iteration: 18 ELBO: -96311.43 tau: 1.577172 beta: 31.83744 diff 0.0001936186 Iteration: 19 ELBO: -96295.27 tau: 1.576916 beta: 35.00863 diff 0.0001677809 Iteration: 20 ELBO: -96281.18 tau: 1.576636 beta: 38.24918 diff 0.0001463321 Iteration: 21 ELBO: -96268.78 tau: 1.57634 beta: 41.54644 diff 0.0001287386 Iteration: 22 ELBO: -96257.77 tau: 1.576038 beta: 44.89059 diff 0.0001144441 Iteration: 23 ELBO: -96247.86 tau: 1.575735 beta: 48.27478 diff 0.0001029246 After 24 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97159.09 tau: 1.602588 beta: 1.898371 diff Inf Iteration: 2 ELBO: -96241.68 tau: 1.607102 beta: 2.255504 diff 0.00944241 Iteration: 3 ELBO: -95932.96 tau: 1.615697 beta: 2.785429 diff 0.003207742 Iteration: 4 ELBO: -95728.07 tau: 1.622886 beta: 3.474722 diff 0.002135736 Iteration: 5 ELBO: -95584.31 tau: 1.626995 beta: 4.344557 diff 0.001501768 Iteration: 6 ELBO: -95475.37 tau: 1.629133 beta: 5.419225 diff 0.001139759 Iteration: 7 ELBO: -95387.97 tau: 1.630209 beta: 6.720534 diff 0.0009153656 Iteration: 8 ELBO: -95315.46 tau: 1.630699 beta: 8.266537 diff 0.0007601304 Iteration: 9 ELBO: -95254.12 tau: 1.630849 beta: 10.07053 diff 0.0006436033 Iteration: 10 ELBO: -95201.68 tau: 1.630789 beta: 12.14036 diff 0.0005505218 Iteration: 11 ELBO: -95156.67 tau: 1.630591 beta: 14.47812 diff 0.0004728083 Iteration: 12 ELBO: -95117.99 tau: 1.630296 beta: 17.08014 diff 0.0004064758 Iteration: 13 ELBO: -95084.75 tau: 1.62993 beta: 19.9371 diff 0.0003494417 Iteration: 14 ELBO: -95056.19 tau: 1.629512 beta: 23.03442 diff 0.0003003396 Iteration: 15 ELBO: -95031.66 tau: 1.629058 beta: 26.353 diff 0.0002581129 Iteration: 16 ELBO: -95010.57 tau: 1.628579 beta: 29.87026 diff 0.0002218996 Iteration: 17 ELBO: -94992.42 tau: 1.628086 beta: 33.56131 diff 0.000190972 Iteration: 18 ELBO: -94976.78 tau: 1.627587 beta: 37.40013 diff 0.0001646859 Iteration: 19 ELBO: -94963.25 tau: 1.627089 beta: 41.3606 diff 0.0001424494 Iteration: 20 ELBO: -94951.5 tau: 1.626597 beta: 45.41731 diff 0.0001237111 Iteration: 21 ELBO: -94941.25 tau: 1.626117 beta: 49.54617 diff 0.0001079618 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95932.48 tau: 1.65344 beta: 1.869261 diff Inf Iteration: 2 ELBO: -95034.94 tau: 1.65789 beta: 2.222476 diff 0.009355926 Iteration: 3 ELBO: -94734.4 tau: 1.665673 beta: 2.758174 diff 0.003162461 Iteration: 4 ELBO: -94521.28 tau: 1.673167 beta: 3.457054 diff 0.002249575 Iteration: 5 ELBO: -94365.05 tau: 1.678061 beta: 4.337869 diff 0.001652929 Iteration: 6 ELBO: -94243.58 tau: 1.681006 beta: 5.422096 diff 0.00128726 Iteration: 7 ELBO: -94144.6 tau: 1.682805 beta: 6.730879 diff 0.001050179 Iteration: 8 ELBO: -94062.03 tau: 1.683899 beta: 8.284547 diff 0.000877084 Iteration: 9 ELBO: -93992.31 tau: 1.684523 beta: 10.10098 diff 0.0007412207 Iteration: 10 ELBO: -93932.99 tau: 1.68482 beta: 12.1938 diff 0.0006310852 Iteration: 11 ELBO: -93882.21 tau: 1.684885 beta: 14.57125 diff 0.0005406162 Iteration: 12 ELBO: -93838.47 tau: 1.68479 beta: 17.23569 diff 0.0004659116 Iteration: 13 ELBO: -93800.57 tau: 1.684586 beta: 20.18355 diff 0.0004038989 Iteration: 14 ELBO: -93767.56 tau: 1.684313 beta: 23.40574 diff 0.0003519179 Iteration: 15 ELBO: -93738.71 tau: 1.683997 beta: 26.88839 diff 0.0003077039 Iteration: 16 ELBO: -93713.45 tau: 1.683654 beta: 30.61389 diff 0.0002694524 Iteration: 17 ELBO: -93691.35 tau: 1.683293 beta: 34.56205 diff 0.0002358521 Iteration: 18 ELBO: -93672.04 tau: 1.682916 beta: 38.71117 diff 0.0002060444 Iteration: 19 ELBO: -93655.23 tau: 1.682524 beta: 43.03882 diff 0.0001795119 Iteration: 20 ELBO: -93640.62 tau: 1.682118 beta: 47.52246 diff 0.0001559423 Iteration: 21 ELBO: -93627.97 tau: 1.681699 beta: 52.13988 diff 0.0001351168 Iteration: 22 ELBO: -93617.03 tau: 1.68127 beta: 56.86958 diff 0.0001168447 Iteration: 23 ELBO: -93607.58 tau: 1.680832 beta: 61.69114 diff 0.0001009331 After 24 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94605.8 tau: 1.709158 beta: 1.955904 diff Inf Iteration: 2 ELBO: -93702.85 tau: 1.712978 beta: 2.336145 diff 0.009544288 Iteration: 3 ELBO: -93412.98 tau: 1.720284 beta: 2.916579 diff 0.003093485 Iteration: 4 ELBO: -93213.52 tau: 1.727042 beta: 3.673238 diff 0.002135301 Iteration: 5 ELBO: -93067.8 tau: 1.731375 beta: 4.620923 diff 0.001563253 Iteration: 6 ELBO: -92955.47 tau: 1.733879 beta: 5.780532 diff 0.001206934 Iteration: 7 ELBO: -92864.87 tau: 1.735285 beta: 7.171634 diff 0.0009746789 Iteration: 8 ELBO: -92789.61 tau: 1.736048 beta: 8.810006 diff 0.0008104446 Iteration: 9 ELBO: -92726.13 tau: 1.736415 beta: 10.70678 diff 0.0006841555 Iteration: 10 ELBO: -92672.23 tau: 1.736518 beta: 12.86807 diff 0.000581246 Iteration: 11 ELBO: -92626.34 tau: 1.736433 beta: 15.29449 diff 0.0004952352 Iteration: 12 ELBO: -92587.18 tau: 1.736211 beta: 17.98117 diff 0.0004227864 Iteration: 13 ELBO: -92553.69 tau: 1.73589 beta: 20.91819 diff 0.0003616619 Iteration: 14 ELBO: -92524.99 tau: 1.735497 beta: 24.09141 diff 0.0003100985 Iteration: 15 ELBO: -92500.32 tau: 1.735053 beta: 27.48325 diff 0.0002666013 Iteration: 16 ELBO: -92479.06 tau: 1.734575 beta: 31.07362 diff 0.0002298741 Iteration: 17 ELBO: -92460.67 tau: 1.734076 beta: 34.84077 diff 0.0001987995 Iteration: 18 ELBO: -92444.73 tau: 1.733566 beta: 38.76224 diff 0.0001724317 Iteration: 19 ELBO: -92430.87 tau: 1.733052 beta: 42.81586 diff 0.0001499866 Iteration: 20 ELBO: -92418.77 tau: 1.732537 beta: 46.98059 diff 0.0001308276 Iteration: 21 ELBO: -92408.2 tau: 1.732025 beta: 51.23725 diff 0.000114444 Iteration: 22 ELBO: -92398.92 tau: 1.731517 beta: 55.56901 diff 0.0001004255 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.133104 [SoftImpute] Iter 1: observed MAE=0.006666 rank=943 [SoftImpute] Iter 2: observed MAE=0.006576 rank=943 [SoftImpute] Iter 3: observed MAE=0.006577 rank=943 [SoftImpute] Iter 4: observed MAE=0.006577 rank=943 [SoftImpute] Iter 5: observed MAE=0.006578 rank=943 [SoftImpute] Iter 6: observed MAE=0.006578 rank=943 [SoftImpute] Iter 7: observed MAE=0.006579 rank=942 [SoftImpute] Iter 8: observed MAE=0.006579 rank=941 [SoftImpute] Iter 9: observed MAE=0.006579 rank=939 [SoftImpute] Iter 10: observed MAE=0.006579 rank=937 [SoftImpute] Iter 11: observed MAE=0.006579 rank=936 [SoftImpute] Iter 12: observed MAE=0.006579 rank=934 [SoftImpute] Iter 13: observed MAE=0.006579 rank=931 [SoftImpute] Iter 14: observed MAE=0.006578 rank=929 [SoftImpute] Iter 15: observed MAE=0.006578 rank=928 [SoftImpute] Iter 16: observed MAE=0.006578 rank=926 [SoftImpute] Iter 17: observed MAE=0.006578 rank=923 [SoftImpute] Iter 18: observed MAE=0.006577 rank=922 [SoftImpute] Iter 19: observed MAE=0.006577 rank=920 [SoftImpute] Iter 20: observed MAE=0.006576 rank=918 [SoftImpute] Iter 21: observed MAE=0.006576 rank=916 [SoftImpute] Iter 22: observed MAE=0.006575 rank=914 [SoftImpute] Iter 23: observed MAE=0.006575 rank=911 [SoftImpute] Iter 24: observed MAE=0.006574 rank=909 [SoftImpute] Iter 25: observed MAE=0.006573 rank=907 [SoftImpute] Iter 26: observed MAE=0.006573 rank=905 [SoftImpute] Iter 27: observed MAE=0.006572 rank=903 [SoftImpute] Iter 28: observed MAE=0.006571 rank=901 [SoftImpute] Iter 29: observed MAE=0.006570 rank=899 [SoftImpute] Iter 30: observed MAE=0.006569 rank=897 [SoftImpute] Iter 31: observed MAE=0.006569 rank=895 [SoftImpute] Iter 32: observed MAE=0.006568 rank=892 [SoftImpute] Iter 33: observed MAE=0.006567 rank=891 [SoftImpute] Iter 34: observed MAE=0.006566 rank=889 [SoftImpute] Iter 35: observed MAE=0.006565 rank=886 [SoftImpute] Iter 36: observed MAE=0.006564 rank=884 [SoftImpute] Iter 37: observed MAE=0.006563 rank=882 [SoftImpute] Iter 38: observed MAE=0.006561 rank=879 [SoftImpute] Iter 39: observed MAE=0.006560 rank=876 [SoftImpute] Iter 40: observed MAE=0.006559 rank=876 [SoftImpute] Iter 41: observed MAE=0.006558 rank=874 [SoftImpute] Iter 42: observed MAE=0.006557 rank=871 [SoftImpute] Iter 43: observed MAE=0.006556 rank=870 [SoftImpute] Iter 44: observed MAE=0.006555 rank=867 [SoftImpute] Iter 45: observed MAE=0.006554 rank=865 [SoftImpute] Iter 46: observed MAE=0.006552 rank=864 [SoftImpute] Iter 47: observed MAE=0.006551 rank=862 [SoftImpute] Iter 48: observed MAE=0.006550 rank=859 [SoftImpute] Iter 49: observed MAE=0.006548 rank=857 [SoftImpute] Iter 50: observed MAE=0.006547 rank=855 [SoftImpute] Iter 51: observed MAE=0.006546 rank=853 [SoftImpute] Iter 52: observed MAE=0.006544 rank=851 [SoftImpute] Iter 53: observed MAE=0.006543 rank=849 [SoftImpute] Iter 54: observed MAE=0.006542 rank=848 [SoftImpute] Iter 55: observed MAE=0.006541 rank=847 [SoftImpute] Iter 56: observed MAE=0.006540 rank=844 [SoftImpute] Iter 57: observed MAE=0.006538 rank=844 [SoftImpute] Iter 58: observed MAE=0.006537 rank=841 [SoftImpute] Iter 59: observed MAE=0.006536 rank=839 [SoftImpute] Iter 60: observed MAE=0.006534 rank=838 [SoftImpute] Iter 61: observed MAE=0.006533 rank=835 [SoftImpute] Iter 62: observed MAE=0.006532 rank=834 [SoftImpute] Iter 63: observed MAE=0.006530 rank=832 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1468 missing, elapsed time: 4.067 Imputing row 101/943 with 1631 missing, elapsed time: 5.558 Imputing row 201/943 with 1368 missing, elapsed time: 7.082 Imputing row 301/943 with 1462 missing, elapsed time: 8.554 Imputing row 401/943 with 1560 missing, elapsed time: 10.029 Imputing row 501/943 with 1625 missing, elapsed time: 11.519 Imputing row 601/943 with 1562 missing, elapsed time: 13.036 Imputing row 701/943 with 1660 missing, elapsed time: 14.539 Imputing row 801/943 with 1665 missing, elapsed time: 16.046 Imputing row 901/943 with 1578 missing, elapsed time: 17.541 [KNN] Warning: 32953/1586126 still missing after imputation, replacing with 0 ########### perturbation 7 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216093.1 tau: 0.08725055 beta: 0.06231681 diff Inf Iteration: 2 ELBO: -131238.8 tau: 0.6962356 beta: 0.09966351 diff 0.3926746 Iteration: 3 ELBO: -115307.8 tau: 1.083035 beta: 0.3662528 diff 0.12139 Iteration: 4 ELBO: -113216.8 tau: 1.147153 beta: 0.7537938 diff 0.01813375 Iteration: 5 ELBO: -112748.6 tau: 1.158757 beta: 1.02454 diff 0.004135571 Iteration: 6 ELBO: -112647.3 tau: 1.160431 beta: 1.179559 diff 0.0008984305 Iteration: 7 ELBO: -112625.8 tau: 1.160364 beta: 1.262343 diff 0.0001907486 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108625.3 tau: 1.200986 beta: 1.826146 diff Inf Iteration: 2 ELBO: -107689.4 tau: 1.207978 beta: 2.059171 diff 0.008615021 Iteration: 3 ELBO: -107310.9 tau: 1.217862 beta: 2.394165 diff 0.003515218 Iteration: 4 ELBO: -106889.6 tau: 1.232334 beta: 2.761938 diff 0.003925639 Iteration: 5 ELBO: -106405.5 tau: 1.249807 beta: 3.19339 diff 0.004529668 Iteration: 6 ELBO: -106035.7 tau: 1.263169 beta: 3.723795 diff 0.003475048 Iteration: 7 ELBO: -105830 tau: 1.270171 beta: 4.33194 diff 0.001939584 Iteration: 8 ELBO: -105723.2 tau: 1.27312 beta: 4.999158 diff 0.001009864 Iteration: 9 ELBO: -105659.1 tau: 1.27428 beta: 5.716715 diff 0.0006056853 Iteration: 10 ELBO: -105613.5 tau: 1.274752 beta: 6.479487 diff 0.0004318369 Iteration: 11 ELBO: -105577.9 tau: 1.274917 beta: 7.285758 diff 0.0003371835 Iteration: 12 ELBO: -105548.8 tau: 1.274914 beta: 8.134448 diff 0.0002753256 Iteration: 13 ELBO: -105524.4 tau: 1.274824 beta: 9.022273 diff 0.0002317426 Iteration: 14 ELBO: -105503.4 tau: 1.274692 beta: 9.943764 diff 0.0001981676 Iteration: 15 ELBO: -105485.5 tau: 1.274538 beta: 10.89202 diff 0.0001703864 Iteration: 16 ELBO: -105470 tau: 1.274375 beta: 11.85927 diff 0.0001465221 Iteration: 17 ELBO: -105456.8 tau: 1.274209 beta: 12.8373 diff 0.0001256968 Iteration: 18 ELBO: -105445.4 tau: 1.274041 beta: 13.81777 diff 0.0001074394 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105300.9 tau: 1.305098 beta: 1.873244 diff Inf Iteration: 2 ELBO: -104332.8 tau: 1.311599 beta: 2.164746 diff 0.00919323 Iteration: 3 ELBO: -103988 tau: 1.32125 beta: 2.596083 diff 0.003304875 Iteration: 4 ELBO: -103746.3 tau: 1.32948 beta: 3.16781 diff 0.002324769 Iteration: 5 ELBO: -103566.8 tau: 1.334881 beta: 3.900143 diff 0.001730013 Iteration: 6 ELBO: -103417 tau: 1.338727 beta: 4.802494 diff 0.001445833 Iteration: 7 ELBO: -103287.7 tau: 1.341685 beta: 5.886138 diff 0.001251029 Iteration: 8 ELBO: -103179.1 tau: 1.34386 beta: 7.16213 diff 0.001050935 Iteration: 9 ELBO: -103090.6 tau: 1.345346 beta: 8.632384 diff 0.0008575362 Iteration: 10 ELBO: -103019.6 tau: 1.346292 beta: 10.28889 diff 0.0006894601 Iteration: 11 ELBO: -102962.6 tau: 1.34685 beta: 12.11516 diff 0.000553102 Iteration: 12 ELBO: -102916.8 tau: 1.347145 beta: 14.08833 diff 0.0004441639 Iteration: 13 ELBO: -102880.4 tau: 1.347244 beta: 16.18397 diff 0.0003540332 Iteration: 14 ELBO: -102851.6 tau: 1.347183 beta: 18.38028 diff 0.0002795651 Iteration: 15 ELBO: -102828.9 tau: 1.347006 beta: 20.65783 diff 0.0002213876 Iteration: 16 ELBO: -102810.6 tau: 1.346755 beta: 22.99806 diff 0.0001774738 Iteration: 17 ELBO: -102795.8 tau: 1.346462 beta: 25.38303 diff 0.0001440973 Iteration: 18 ELBO: -102783.7 tau: 1.346149 beta: 27.7956 diff 0.0001181819 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103272.8 tau: 1.373445 beta: 1.865426 diff Inf Iteration: 2 ELBO: -102328.2 tau: 1.379061 beta: 2.181704 diff 0.009146099 Iteration: 3 ELBO: -102028.3 tau: 1.386968 beta: 2.642972 diff 0.002931359 Iteration: 4 ELBO: -101828.6 tau: 1.393616 beta: 3.213273 diff 0.001956927 Iteration: 5 ELBO: -101686.8 tau: 1.397751 beta: 3.904035 diff 0.001392296 Iteration: 6 ELBO: -101577.5 tau: 1.400232 beta: 4.729539 diff 0.001075073 Iteration: 7 ELBO: -101486.9 tau: 1.401849 beta: 5.698887 diff 0.0008916067 Iteration: 8 ELBO: -101408.2 tau: 1.403046 beta: 6.816404 diff 0.0007759896 Iteration: 9 ELBO: -101337.2 tau: 1.404069 beta: 8.083052 diff 0.0007000765 Iteration: 10 ELBO: -101272.1 tau: 1.405025 beta: 9.499218 diff 0.0006424349 Iteration: 11 ELBO: -101212.2 tau: 1.405932 beta: 11.06506 diff 0.0005913583 Iteration: 12 ELBO: -101157 tau: 1.406793 beta: 12.77807 diff 0.0005449476 Iteration: 13 ELBO: -101106.1 tau: 1.40762 beta: 14.631 diff 0.000503845 Iteration: 14 ELBO: -101058.8 tau: 1.408433 beta: 16.60988 diff 0.0004675538 Iteration: 15 ELBO: -101014.9 tau: 1.40925 beta: 18.69088 diff 0.0004342251 Iteration: 16 ELBO: -100974.4 tau: 1.410084 beta: 20.83688 diff 0.0004013369 Iteration: 17 ELBO: -100937.5 tau: 1.410935 beta: 22.99709 diff 0.0003655256 Iteration: 18 ELBO: -100905 tau: 1.411766 beta: 25.11865 diff 0.0003216454 Iteration: 19 ELBO: -100878.1 tau: 1.412485 beta: 27.17161 diff 0.0002669432 Iteration: 20 ELBO: -100856.9 tau: 1.413006 beta: 29.15448 diff 0.0002094529 Iteration: 21 ELBO: -100840.8 tau: 1.413325 beta: 31.07515 diff 0.0001604242 Iteration: 22 ELBO: -100828.3 tau: 1.413486 beta: 32.9392 diff 0.0001232111 After 23 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101306.3 tau: 1.443936 beta: 1.834793 diff Inf Iteration: 2 ELBO: -100353.6 tau: 1.451998 beta: 2.099365 diff 0.009404944 Iteration: 3 ELBO: -100047.8 tau: 1.460754 beta: 2.508044 diff 0.003046548 Iteration: 4 ELBO: -99857.42 tau: 1.466833 beta: 3.049642 diff 0.001903202 Iteration: 5 ELBO: -99723.01 tau: 1.470179 beta: 3.734166 diff 0.001345993 Iteration: 6 ELBO: -99617.1 tau: 1.472106 beta: 4.571045 diff 0.001061998 Iteration: 7 ELBO: -99528.22 tau: 1.473333 beta: 5.568902 diff 0.0008922171 Iteration: 8 ELBO: -99451.33 tau: 1.47418 beta: 6.736121 diff 0.0007725274 Iteration: 9 ELBO: -99384 tau: 1.474787 beta: 8.080239 diff 0.0006770933 Iteration: 10 ELBO: -99324.94 tau: 1.475214 beta: 9.607501 diff 0.0005942529 Iteration: 11 ELBO: -99273.34 tau: 1.475485 beta: 11.32201 diff 0.0005194596 Iteration: 12 ELBO: -99228.5 tau: 1.475618 beta: 13.22413 diff 0.0004516726 Iteration: 13 ELBO: -99189.8 tau: 1.475634 beta: 15.30911 diff 0.0003900763 Iteration: 14 ELBO: -99156.67 tau: 1.475548 beta: 17.56681 diff 0.0003339893 Iteration: 15 ELBO: -99128.57 tau: 1.475373 beta: 19.98239 diff 0.0002833656 Iteration: 16 ELBO: -99104.92 tau: 1.475124 beta: 22.53758 diff 0.0002386115 Iteration: 17 ELBO: -99085.08 tau: 1.474815 beta: 25.21197 diff 0.0002001068 Iteration: 18 ELBO: -99068.46 tau: 1.47446 beta: 27.98433 diff 0.0001678158 Iteration: 19 ELBO: -99054.47 tau: 1.474076 beta: 30.8336 diff 0.0001412298 Iteration: 20 ELBO: -99042.62 tau: 1.473676 beta: 33.73978 diff 0.0001195649 Iteration: 21 ELBO: -99032.52 tau: 1.47327 beta: 36.68452 diff 0.0001019809 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99801.33 tau: 1.500506 beta: 1.849797 diff Inf Iteration: 2 ELBO: -98865.58 tau: 1.505675 beta: 2.179942 diff 0.009376147 Iteration: 3 ELBO: -98561.36 tau: 1.513622 beta: 2.683345 diff 0.003077105 Iteration: 4 ELBO: -98364.26 tau: 1.519901 beta: 3.348144 diff 0.00199973 Iteration: 5 ELBO: -98224.18 tau: 1.523473 beta: 4.188019 diff 0.001424099 Iteration: 6 ELBO: -98113.89 tau: 1.525531 beta: 5.214975 diff 0.001122804 Iteration: 7 ELBO: -98022.52 tau: 1.526824 beta: 6.438669 diff 0.0009313102 Iteration: 8 ELBO: -97945.54 tau: 1.527671 beta: 7.866411 diff 0.0007852828 Iteration: 9 ELBO: -97880.55 tau: 1.528206 beta: 9.502422 diff 0.0006635692 Iteration: 10 ELBO: -97825.77 tau: 1.528505 beta: 11.34685 diff 0.0005597052 Iteration: 11 ELBO: -97779.65 tau: 1.528618 beta: 13.39532 diff 0.0004714096 Iteration: 12 ELBO: -97740.81 tau: 1.528586 beta: 15.63904 diff 0.0003972308 Iteration: 13 ELBO: -97708.01 tau: 1.528445 beta: 18.06518 diff 0.0003356119 Iteration: 14 ELBO: -97680.18 tau: 1.528226 beta: 20.65767 diff 0.0002847455 Iteration: 15 ELBO: -97656.47 tau: 1.527954 beta: 23.39818 diff 0.000242781 Iteration: 16 ELBO: -97636.15 tau: 1.527645 beta: 26.26724 diff 0.0002080716 Iteration: 17 ELBO: -97618.64 tau: 1.527313 beta: 29.24539 diff 0.0001792934 Iteration: 18 ELBO: -97603.47 tau: 1.526966 beta: 32.31394 diff 0.0001554325 Iteration: 19 ELBO: -97590.23 tau: 1.526612 beta: 35.45567 diff 0.0001357068 Iteration: 20 ELBO: -97578.56 tau: 1.526255 beta: 38.65505 diff 0.0001194905 Iteration: 21 ELBO: -97568.19 tau: 1.5259 beta: 41.89832 diff 0.000106271 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98396.63 tau: 1.554201 beta: 1.867579 diff Inf Iteration: 2 ELBO: -97460.48 tau: 1.560737 beta: 2.185948 diff 0.009514017 Iteration: 3 ELBO: -97167.24 tau: 1.568536 beta: 2.677007 diff 0.003008741 Iteration: 4 ELBO: -96977.55 tau: 1.574422 beta: 3.31995 diff 0.001952208 Iteration: 5 ELBO: -96839.98 tau: 1.577866 beta: 4.124518 diff 0.001418655 Iteration: 6 ELBO: -96731.8 tau: 1.579848 beta: 5.107011 diff 0.001117103 Iteration: 7 ELBO: -96642.94 tau: 1.581009 beta: 6.283916 diff 0.0009186337 Iteration: 8 ELBO: -96568.33 tau: 1.581681 beta: 7.668673 diff 0.0007720144 Iteration: 9 ELBO: -96505.03 tau: 1.582036 beta: 9.270627 diff 0.000655406 Iteration: 10 ELBO: -96451.08 tau: 1.582166 beta: 11.09489 diff 0.0005590566 Iteration: 11 ELBO: -96404.92 tau: 1.582131 beta: 13.14239 diff 0.0004786495 Iteration: 12 ELBO: -96365.21 tau: 1.581974 beta: 15.41026 diff 0.0004118681 Iteration: 13 ELBO: -96330.8 tau: 1.581731 beta: 17.89261 diff 0.0003570527 Iteration: 14 ELBO: -96300.67 tau: 1.581434 beta: 20.5816 diff 0.0003128051 Iteration: 15 ELBO: -96273.91 tau: 1.581107 beta: 23.46837 diff 0.0002778658 Iteration: 16 ELBO: -96249.74 tau: 1.580775 beta: 26.54357 diff 0.0002510178 Iteration: 17 ELBO: -96227.52 tau: 1.580458 beta: 29.79719 diff 0.0002309503 Iteration: 18 ELBO: -96206.72 tau: 1.580175 beta: 33.21803 diff 0.0002161267 Iteration: 19 ELBO: -96187.02 tau: 1.579936 beta: 36.793 diff 0.0002047585 Iteration: 20 ELBO: -96168.27 tau: 1.579748 beta: 40.50679 diff 0.0001949663 Iteration: 21 ELBO: -96150.47 tau: 1.579604 beta: 44.34176 diff 0.0001850734 Iteration: 22 ELBO: -96133.75 tau: 1.579495 beta: 48.2781 diff 0.0001738467 Iteration: 23 ELBO: -96118.31 tau: 1.579403 beta: 52.29405 diff 0.0001606184 Iteration: 24 ELBO: -96104.34 tau: 1.579313 beta: 56.36667 diff 0.0001453675 Iteration: 25 ELBO: -96091.97 tau: 1.579208 beta: 60.47312 diff 0.0001287164 Iteration: 26 ELBO: -96081.23 tau: 1.579078 beta: 64.59204 diff 0.0001117085 After 27 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97090.57 tau: 1.605384 beta: 1.893449 diff Inf Iteration: 2 ELBO: -96197.9 tau: 1.609425 beta: 2.25753 diff 0.009194249 Iteration: 3 ELBO: -95918.54 tau: 1.616002 beta: 2.806784 diff 0.002903965 Iteration: 4 ELBO: -95722.37 tau: 1.622153 beta: 3.517599 diff 0.002045183 Iteration: 5 ELBO: -95573.53 tau: 1.626352 beta: 4.405353 diff 0.001554929 Iteration: 6 ELBO: -95455.67 tau: 1.629012 beta: 5.489358 diff 0.001233208 Iteration: 7 ELBO: -95359.32 tau: 1.630719 beta: 6.783018 diff 0.001009302 Iteration: 8 ELBO: -95279.45 tau: 1.631823 beta: 8.29433 diff 0.0008375738 Iteration: 9 ELBO: -95212.97 tau: 1.632493 beta: 10.02717 diff 0.0006977818 Iteration: 10 ELBO: -95157.44 tau: 1.632841 beta: 11.98082 diff 0.0005832618 Iteration: 11 ELBO: -95110.81 tau: 1.632953 beta: 14.14931 diff 0.0004900184 Iteration: 12 ELBO: -95071.44 tau: 1.632899 beta: 16.52134 diff 0.0004139219 Iteration: 13 ELBO: -95038.06 tau: 1.63273 beta: 19.0809 diff 0.0003511149 Iteration: 14 ELBO: -95009.69 tau: 1.632479 beta: 21.80809 diff 0.0002985346 Iteration: 15 ELBO: -94985.55 tau: 1.63217 beta: 24.68032 diff 0.0002539817 Iteration: 16 ELBO: -94965.04 tau: 1.63182 beta: 27.67368 diff 0.0002159467 Iteration: 17 ELBO: -94947.62 tau: 1.631437 beta: 30.76451 diff 0.0001834285 Iteration: 18 ELBO: -94932.83 tau: 1.631029 beta: 33.93077 diff 0.0001557677 Iteration: 19 ELBO: -94920.26 tau: 1.630602 beta: 37.15287 diff 0.0001324605 Iteration: 20 ELBO: -94909.53 tau: 1.63016 beta: 40.41404 diff 0.0001130161 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95806.62 tau: 1.658851 beta: 1.85442 diff Inf Iteration: 2 ELBO: -94904.79 tau: 1.664133 beta: 2.192366 diff 0.009413072 Iteration: 3 ELBO: -94635.27 tau: 1.670223 beta: 2.723372 diff 0.002839835 Iteration: 4 ELBO: -94451.48 tau: 1.67532 beta: 3.430715 diff 0.00194215 Iteration: 5 ELBO: -94310.01 tau: 1.678677 beta: 4.330377 diff 0.001497756 Iteration: 6 ELBO: -94194.67 tau: 1.680865 beta: 5.442353 diff 0.001223026 Iteration: 7 ELBO: -94098.83 tau: 1.682299 beta: 6.784537 diff 0.001017395 Iteration: 8 ELBO: -94018.86 tau: 1.683201 beta: 8.370335 diff 0.0008498977 Iteration: 9 ELBO: -93951.9 tau: 1.683719 beta: 10.20757 diff 0.0007121944 Iteration: 10 ELBO: -93895.63 tau: 1.683967 beta: 12.29725 diff 0.0005988801 Iteration: 11 ELBO: -93848.28 tau: 1.684024 beta: 14.63263 diff 0.000504273 Iteration: 12 ELBO: -93808.55 tau: 1.683935 beta: 17.20026 diff 0.0004233875 Iteration: 13 ELBO: -93775.35 tau: 1.683721 beta: 19.9828 diff 0.0003539171 Iteration: 14 ELBO: -93747.61 tau: 1.683398 beta: 22.96138 diff 0.0002957885 Iteration: 15 ELBO: -93724.32 tau: 1.682992 beta: 26.11652 diff 0.0002484551 Iteration: 16 ELBO: -93704.61 tau: 1.682528 beta: 29.42894 diff 0.0002103175 Iteration: 17 ELBO: -93687.78 tau: 1.682025 beta: 32.88041 diff 0.0001796236 Iteration: 18 ELBO: -93673.26 tau: 1.681499 beta: 36.45452 diff 0.0001549047 Iteration: 19 ELBO: -93660.62 tau: 1.680962 beta: 40.13725 diff 0.0001349977 Iteration: 20 ELBO: -93649.47 tau: 1.680421 beta: 43.91734 diff 0.0001189824 Iteration: 21 ELBO: -93639.54 tau: 1.679884 beta: 47.78635 diff 0.000106125 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94636.83 tau: 1.70872 beta: 1.91183 diff Inf Iteration: 2 ELBO: -93717.17 tau: 1.714992 beta: 2.242833 diff 0.009717789 Iteration: 3 ELBO: -93439.93 tau: 1.722192 beta: 2.765538 diff 0.002958287 Iteration: 4 ELBO: -93257.94 tau: 1.727679 beta: 3.465498 diff 0.001947659 Iteration: 5 ELBO: -93120.95 tau: 1.730965 beta: 4.361023 diff 0.001468901 Iteration: 6 ELBO: -93010.06 tau: 1.73291 beta: 5.474899 diff 0.001190859 Iteration: 7 ELBO: -92917.44 tau: 1.734055 beta: 6.830098 diff 0.000995787 Iteration: 8 ELBO: -92839.03 tau: 1.73468 beta: 8.448254 diff 0.0008438817 Iteration: 9 ELBO: -92772.2 tau: 1.734949 beta: 10.34784 diff 0.0007198713 Iteration: 10 ELBO: -92715.05 tau: 1.734968 beta: 12.54244 diff 0.000615978 Iteration: 11 ELBO: -92666.14 tau: 1.734807 beta: 15.03972 diff 0.0005275235 Iteration: 12 ELBO: -92624.28 tau: 1.734512 beta: 17.84097 diff 0.0004517332 Iteration: 13 ELBO: -92588.45 tau: 1.734119 beta: 20.94119 diff 0.0003868696 Iteration: 14 ELBO: -92557.75 tau: 1.733653 beta: 24.32956 diff 0.0003315325 Iteration: 15 ELBO: -92531.43 tau: 1.733137 beta: 27.99034 diff 0.0002844157 Iteration: 16 ELBO: -92508.82 tau: 1.732586 beta: 31.90413 diff 0.0002443444 Iteration: 17 ELBO: -92489.36 tau: 1.732013 beta: 36.04924 diff 0.0002103181 Iteration: 18 ELBO: -92472.58 tau: 1.731427 beta: 40.40293 diff 0.0001814873 Iteration: 19 ELBO: -92458.05 tau: 1.730835 beta: 44.94246 diff 0.0001571085 Iteration: 20 ELBO: -92445.43 tau: 1.730244 beta: 49.64585 diff 0.0001365155 Iteration: 21 ELBO: -92434.42 tau: 1.729659 beta: 54.49231 diff 0.0001191124 Iteration: 22 ELBO: -92424.77 tau: 1.729084 beta: 59.4626 diff 0.0001043761 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 516.498287 [SoftImpute] Iter 1: observed MAE=0.006658 rank=943 [SoftImpute] Iter 2: observed MAE=0.006571 rank=943 [SoftImpute] Iter 3: observed MAE=0.006571 rank=943 [SoftImpute] Iter 4: observed MAE=0.006572 rank=943 [SoftImpute] Iter 5: observed MAE=0.006572 rank=943 [SoftImpute] Iter 6: observed MAE=0.006573 rank=943 [SoftImpute] Iter 7: observed MAE=0.006573 rank=942 [SoftImpute] Iter 8: observed MAE=0.006573 rank=940 [SoftImpute] Iter 9: observed MAE=0.006574 rank=938 [SoftImpute] Iter 10: observed MAE=0.006574 rank=937 [SoftImpute] Iter 11: observed MAE=0.006574 rank=935 [SoftImpute] Iter 12: observed MAE=0.006574 rank=933 [SoftImpute] Iter 13: observed MAE=0.006573 rank=932 [SoftImpute] Iter 14: observed MAE=0.006573 rank=931 [SoftImpute] Iter 15: observed MAE=0.006573 rank=928 [SoftImpute] Iter 16: observed MAE=0.006573 rank=926 [SoftImpute] Iter 17: observed MAE=0.006572 rank=925 [SoftImpute] Iter 18: observed MAE=0.006572 rank=922 [SoftImpute] Iter 19: observed MAE=0.006572 rank=921 [SoftImpute] Iter 20: observed MAE=0.006571 rank=919 [SoftImpute] Iter 21: observed MAE=0.006571 rank=918 [SoftImpute] Iter 22: observed MAE=0.006570 rank=915 [SoftImpute] Iter 23: observed MAE=0.006570 rank=913 [SoftImpute] Iter 24: observed MAE=0.006569 rank=911 [SoftImpute] Iter 25: observed MAE=0.006568 rank=910 [SoftImpute] Iter 26: observed MAE=0.006568 rank=908 [SoftImpute] Iter 27: observed MAE=0.006567 rank=906 [SoftImpute] Iter 28: observed MAE=0.006566 rank=903 [SoftImpute] Iter 29: observed MAE=0.006565 rank=901 [SoftImpute] Iter 30: observed MAE=0.006564 rank=899 [SoftImpute] Iter 31: observed MAE=0.006563 rank=896 [SoftImpute] Iter 32: observed MAE=0.006563 rank=895 [SoftImpute] Iter 33: observed MAE=0.006562 rank=892 [SoftImpute] Iter 34: observed MAE=0.006561 rank=891 [SoftImpute] Iter 35: observed MAE=0.006560 rank=888 [SoftImpute] Iter 36: observed MAE=0.006559 rank=886 [SoftImpute] Iter 37: observed MAE=0.006558 rank=884 [SoftImpute] Iter 38: observed MAE=0.006556 rank=881 [SoftImpute] Iter 39: observed MAE=0.006555 rank=879 [SoftImpute] Iter 40: observed MAE=0.006554 rank=877 [SoftImpute] Iter 41: observed MAE=0.006553 rank=875 [SoftImpute] Iter 42: observed MAE=0.006552 rank=873 [SoftImpute] Iter 43: observed MAE=0.006551 rank=871 [SoftImpute] Iter 44: observed MAE=0.006550 rank=869 [SoftImpute] Iter 45: observed MAE=0.006549 rank=868 [SoftImpute] Iter 46: observed MAE=0.006548 rank=866 [SoftImpute] Iter 47: observed MAE=0.006546 rank=863 [SoftImpute] Iter 48: observed MAE=0.006545 rank=862 [SoftImpute] Iter 49: observed MAE=0.006544 rank=859 [SoftImpute] Iter 50: observed MAE=0.006543 rank=858 [SoftImpute] Iter 51: observed MAE=0.006541 rank=855 [SoftImpute] Iter 52: observed MAE=0.006540 rank=854 [SoftImpute] Iter 53: observed MAE=0.006539 rank=851 [SoftImpute] Iter 54: observed MAE=0.006537 rank=849 [SoftImpute] Iter 55: observed MAE=0.006536 rank=847 [SoftImpute] Iter 56: observed MAE=0.006534 rank=846 [SoftImpute] Iter 57: observed MAE=0.006533 rank=844 [SoftImpute] Iter 58: observed MAE=0.006532 rank=842 [SoftImpute] Iter 59: observed MAE=0.006530 rank=841 [SoftImpute] Iter 60: observed MAE=0.006529 rank=838 [SoftImpute] Iter 61: observed MAE=0.006527 rank=837 [SoftImpute] Iter 62: observed MAE=0.006526 rank=835 [SoftImpute] Iter 63: observed MAE=0.006525 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1461 missing, elapsed time: 4.054 Imputing row 101/943 with 1627 missing, elapsed time: 5.545 Imputing row 201/943 with 1380 missing, elapsed time: 7.052 Imputing row 301/943 with 1447 missing, elapsed time: 8.535 Imputing row 401/943 with 1568 missing, elapsed time: 9.999 Imputing row 501/943 with 1620 missing, elapsed time: 11.497 Imputing row 601/943 with 1559 missing, elapsed time: 12.998 Imputing row 701/943 with 1659 missing, elapsed time: 14.494 Imputing row 801/943 with 1658 missing, elapsed time: 16.001 Imputing row 901/943 with 1587 missing, elapsed time: 17.492 [KNN] Warning: 45804/1586126 still missing after imputation, replacing with 0 ########### perturbation 8 start ############ Preprocessing data... 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took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216330.6 tau: 0.08669791 beta: 0.06410307 diff Inf Iteration: 2 ELBO: -131645.2 tau: 0.6886602 beta: 0.1045133 diff 0.3914632 Iteration: 3 ELBO: -115337.4 tau: 1.080957 beta: 0.3985948 diff 0.1238766 Iteration: 4 ELBO: -113183.3 tau: 1.147468 beta: 0.8094743 diff 0.01867645 Iteration: 5 ELBO: -112709.6 tau: 1.15941 beta: 1.088577 diff 0.004185242 Iteration: 6 ELBO: -112608 tau: 1.16114 beta: 1.246935 diff 0.0009019105 Iteration: 7 ELBO: -112586.6 tau: 1.161088 beta: 1.331251 diff 0.0001899457 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108621.4 tau: 1.200486 beta: 1.867411 diff Inf Iteration: 2 ELBO: -107696.8 tau: 1.206382 beta: 2.123169 diff 0.008512042 Iteration: 3 ELBO: -107321.7 tau: 1.216088 beta: 2.488563 diff 0.003483322 Iteration: 4 ELBO: -107000.3 tau: 1.226817 beta: 2.955347 diff 0.002994686 Iteration: 5 ELBO: -106681.3 tau: 1.237541 beta: 3.5228 diff 0.002980759 Iteration: 6 ELBO: -106308.1 tau: 1.250316 beta: 4.158204 diff 0.003499051 Iteration: 7 ELBO: -105944.8 tau: 1.263073 beta: 4.873693 diff 0.003416754 Iteration: 8 ELBO: -105713.8 tau: 1.271063 beta: 5.67503 diff 0.002181093 Iteration: 9 ELBO: -105594 tau: 1.27466 beta: 6.53939 diff 0.001133214 Iteration: 10 ELBO: -105527 tau: 1.276125 beta: 7.449192 diff 0.0006343408 Iteration: 11 ELBO: -105483.3 tau: 1.276729 beta: 8.394176 diff 0.0004140447 Iteration: 12 ELBO: -105451.3 tau: 1.276976 beta: 9.367155 diff 0.000303451 Iteration: 13 ELBO: -105426.2 tau: 1.277055 beta: 10.36183 diff 0.0002376023 Iteration: 14 ELBO: -105405.9 tau: 1.277045 beta: 11.37171 diff 0.0001926116 Iteration: 15 ELBO: -105389.2 tau: 1.276985 beta: 12.38985 diff 0.0001587075 Iteration: 16 ELBO: -105375.3 tau: 1.276893 beta: 13.40905 diff 0.0001316491 Iteration: 17 ELBO: -105363.8 tau: 1.276781 beta: 14.42202 diff 0.0001094822 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105215.4 tau: 1.307817 beta: 1.881654 diff Inf Iteration: 2 ELBO: -104229.7 tau: 1.314867 beta: 2.165224 diff 0.009368032 Iteration: 3 ELBO: -103855.1 tau: 1.326319 beta: 2.572016 diff 0.003594173 Iteration: 4 ELBO: -103607.7 tau: 1.335268 beta: 3.097714 diff 0.002382317 Iteration: 5 ELBO: -103436.3 tau: 1.34065 beta: 3.743971 diff 0.001653545 Iteration: 6 ELBO: -103308.1 tau: 1.343911 beta: 4.516184 diff 0.001239413 Iteration: 7 ELBO: -103208.6 tau: 1.345903 beta: 5.422951 diff 0.0009639714 Iteration: 8 ELBO: -103128.6 tau: 1.347117 beta: 6.470822 diff 0.0007745943 Iteration: 9 ELBO: -103062.7 tau: 1.347846 beta: 7.663624 diff 0.0006393275 Iteration: 10 ELBO: -103007.4 tau: 1.348255 beta: 9.002831 diff 0.0005363959 Iteration: 11 ELBO: -102960.6 tau: 1.348439 beta: 10.48711 diff 0.0004540645 Iteration: 12 ELBO: -102920.8 tau: 1.348464 beta: 12.11199 diff 0.0003865056 Iteration: 13 ELBO: -102886.9 tau: 1.348373 beta: 13.86998 diff 0.0003301026 Iteration: 14 ELBO: -102857.8 tau: 1.348199 beta: 15.75098 diff 0.0002823001 Iteration: 15 ELBO: -102833 tau: 1.347966 beta: 17.74225 diff 0.0002413677 Iteration: 16 ELBO: -102811.8 tau: 1.347692 beta: 19.82841 diff 0.0002060306 Iteration: 17 ELBO: -102793.8 tau: 1.347392 beta: 21.99184 diff 0.0001752245 Iteration: 18 ELBO: -102778.5 tau: 1.347073 beta: 24.21403 diff 0.0001482382 Iteration: 19 ELBO: -102765.7 tau: 1.346741 beta: 26.47702 diff 0.0001248185 Iteration: 20 ELBO: -102754.9 tau: 1.346401 beta: 28.76426 diff 0.0001048539 After 21 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103276.7 tau: 1.373403 beta: 1.867175 diff Inf Iteration: 2 ELBO: -102316.5 tau: 1.38032 beta: 2.161501 diff 0.009296923 Iteration: 3 ELBO: -101991.6 tau: 1.389638 beta: 2.58976 diff 0.003175587 Iteration: 4 ELBO: -101773.4 tau: 1.397122 beta: 3.136985 diff 0.002139446 Iteration: 5 ELBO: -101616.9 tau: 1.401754 beta: 3.819002 diff 0.00153755 Iteration: 6 ELBO: -101494.3 tau: 1.404715 beta: 4.644409 diff 0.001206297 Iteration: 7 ELBO: -101393 tau: 1.406782 beta: 5.61835 diff 0.0009987581 Iteration: 8 ELBO: -101307.8 tau: 1.40825 beta: 6.746979 diff 0.0008396517 Iteration: 9 ELBO: -101235.7 tau: 1.409275 beta: 8.034998 diff 0.0007114981 Iteration: 10 ELBO: -101174 tau: 1.409991 beta: 9.482629 diff 0.0006099042 Iteration: 11 ELBO: -101120.6 tau: 1.410506 beta: 11.08479 diff 0.0005279129 Iteration: 12 ELBO: -101074.3 tau: 1.410884 beta: 12.83195 diff 0.0004582656 Iteration: 13 ELBO: -101034.1 tau: 1.411153 beta: 14.71162 diff 0.0003972236 Iteration: 14 ELBO: -100999.3 tau: 1.411333 beta: 16.70903 diff 0.0003445524 Iteration: 15 ELBO: -100968.9 tau: 1.411451 beta: 18.80682 diff 0.0003003993 Iteration: 16 ELBO: -100942.3 tau: 1.411535 beta: 20.9845 diff 0.0002636121 Iteration: 17 ELBO: -100918.9 tau: 1.411605 beta: 23.21847 diff 0.0002321983 Iteration: 18 ELBO: -100898.3 tau: 1.411673 beta: 25.48334 diff 0.0002040362 Iteration: 19 ELBO: -100880.4 tau: 1.411734 beta: 27.75471 diff 0.0001774493 Iteration: 20 ELBO: -100865.1 tau: 1.411778 beta: 30.01186 diff 0.0001518461 Iteration: 21 ELBO: -100852.2 tau: 1.41179 beta: 32.23873 diff 0.0001278345 Iteration: 22 ELBO: -100841.5 tau: 1.411766 beta: 34.42282 diff 0.0001064283 After 23 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101376.2 tau: 1.441467 beta: 1.835577 diff Inf Iteration: 2 ELBO: -100406.5 tau: 1.450264 beta: 2.096099 diff 0.009565179 Iteration: 3 ELBO: -100082.2 tau: 1.459974 beta: 2.500951 diff 0.00323027 Iteration: 4 ELBO: -99866.6 tau: 1.467336 beta: 3.04156 diff 0.00215408 Iteration: 5 ELBO: -99713.61 tau: 1.471693 beta: 3.730945 diff 0.001531908 Iteration: 6 ELBO: -99596.8 tau: 1.474225 beta: 4.574102 diff 0.001171508 Iteration: 7 ELBO: -99502.19 tau: 1.475814 beta: 5.573657 diff 0.0009499208 Iteration: 8 ELBO: -99423.68 tau: 1.476851 beta: 6.732064 diff 0.0007890203 Iteration: 9 ELBO: -99358.07 tau: 1.477503 beta: 8.050583 diff 0.0006598785 Iteration: 10 ELBO: -99303.11 tau: 1.477864 beta: 9.528843 diff 0.000553208 Iteration: 11 ELBO: -99256.92 tau: 1.478004 beta: 11.1644 diff 0.0004651319 Iteration: 12 ELBO: -99217.97 tau: 1.477979 beta: 12.95209 diff 0.0003924208 Iteration: 13 ELBO: -99185.03 tau: 1.477837 beta: 14.88348 diff 0.0003319885 Iteration: 14 ELBO: -99157.13 tau: 1.477611 beta: 16.94682 diff 0.0002812729 Iteration: 15 ELBO: -99133.5 tau: 1.477326 beta: 19.12742 diff 0.0002383713 Iteration: 16 ELBO: -99113.48 tau: 1.477 beta: 21.40824 diff 0.0002019374 Iteration: 17 ELBO: -99096.53 tau: 1.476648 beta: 23.77073 diff 0.000170983 Iteration: 18 ELBO: -99082.19 tau: 1.47628 beta: 26.19548 diff 0.0001447186 Iteration: 19 ELBO: -99070.05 tau: 1.475904 beta: 28.66297 diff 0.0001224715 Iteration: 20 ELBO: -99059.78 tau: 1.475527 beta: 31.15418 diff 0.0001036522 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99700.53 tau: 1.504854 beta: 1.828174 diff Inf Iteration: 2 ELBO: -98737.35 tau: 1.512203 beta: 2.11266 diff 0.009660801 Iteration: 3 ELBO: -98424.64 tau: 1.521191 beta: 2.548844 diff 0.003167076 Iteration: 4 ELBO: -98226.89 tau: 1.527555 beta: 3.127937 diff 0.002009082 Iteration: 5 ELBO: -98085.23 tau: 1.531157 beta: 3.861172 diff 0.001442254 Iteration: 6 ELBO: -97974.35 tau: 1.533267 beta: 4.760132 diff 0.001130376 Iteration: 7 ELBO: -97883.95 tau: 1.534539 beta: 5.836174 diff 0.0009227106 Iteration: 8 ELBO: -97808.22 tau: 1.535312 beta: 7.097569 diff 0.0007736694 Iteration: 9 ELBO: -97743.63 tau: 1.535778 beta: 8.548447 diff 0.0006604068 Iteration: 10 ELBO: -97688.03 tau: 1.536044 beta: 10.18844 diff 0.0005688001 Iteration: 11 ELBO: -97640.05 tau: 1.536168 beta: 12.01283 diff 0.0004912138 Iteration: 12 ELBO: -97598.64 tau: 1.536184 beta: 14.01305 diff 0.0004240521 Iteration: 13 ELBO: -97562.95 tau: 1.536115 beta: 16.17663 diff 0.0003657464 Iteration: 14 ELBO: -97532.19 tau: 1.535981 beta: 18.48702 diff 0.000315226 Iteration: 15 ELBO: -97505.74 tau: 1.535797 beta: 20.92413 diff 0.0002712498 Iteration: 16 ELBO: -97483.05 tau: 1.535572 beta: 23.46619 diff 0.0002326492 Iteration: 17 ELBO: -97463.67 tau: 1.535308 beta: 26.09212 diff 0.0001988218 Iteration: 18 ELBO: -97447.13 tau: 1.535005 beta: 28.78317 diff 0.0001697207 Iteration: 19 ELBO: -97432.96 tau: 1.53467 beta: 31.52356 diff 0.0001453483 Iteration: 20 ELBO: -97420.75 tau: 1.534308 beta: 34.3005 diff 0.0001254021 Iteration: 21 ELBO: -97410.09 tau: 1.533929 beta: 37.10411 diff 0.000109327 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98172.43 tau: 1.56382 beta: 1.834369 diff Inf Iteration: 2 ELBO: -97240.81 tau: 1.570972 beta: 2.137245 diff 0.009489587 Iteration: 3 ELBO: -96966.44 tau: 1.57759 beta: 2.618663 diff 0.002821627 Iteration: 4 ELBO: -96788.07 tau: 1.582462 beta: 3.255194 diff 0.001839435 Iteration: 5 ELBO: -96654.8 tau: 1.585352 beta: 4.058209 diff 0.00137699 Iteration: 6 ELBO: -96546.99 tau: 1.587104 beta: 5.04505 diff 0.001115382 Iteration: 7 ELBO: -96456.81 tau: 1.588209 beta: 6.233109 diff 0.000934067 Iteration: 8 ELBO: -96380.41 tau: 1.588896 beta: 7.637995 diff 0.0007920666 Iteration: 9 ELBO: -96315.28 tau: 1.589288 beta: 9.271301 diff 0.0006757034 Iteration: 10 ELBO: -96259.49 tau: 1.589467 beta: 11.13883 diff 0.0005792414 Iteration: 11 ELBO: -96211.51 tau: 1.589489 beta: 13.24111 diff 0.0004984321 Iteration: 12 ELBO: -96170.08 tau: 1.589391 beta: 15.57493 diff 0.000430629 Iteration: 13 ELBO: -96134.07 tau: 1.589203 beta: 18.13492 diff 0.0003745044 Iteration: 14 ELBO: -96102.42 tau: 1.588953 beta: 20.91462 diff 0.0003291655 Iteration: 15 ELBO: -96074.2 tau: 1.588672 beta: 23.90708 diff 0.0002937127 Iteration: 16 ELBO: -96048.53 tau: 1.588388 beta: 27.10512 diff 0.0002671434 Iteration: 17 ELBO: -96024.69 tau: 1.588128 beta: 30.50146 diff 0.0002482579 Iteration: 18 ELBO: -96002.07 tau: 1.587916 beta: 34.08872 diff 0.0002354875 Iteration: 19 ELBO: -95980.3 tau: 1.587762 beta: 37.85979 diff 0.0002267517 Iteration: 20 ELBO: -95959.23 tau: 1.587668 beta: 41.80836 diff 0.0002195456 Iteration: 21 ELBO: -95938.95 tau: 1.587621 beta: 45.92899 diff 0.000211409 Iteration: 22 ELBO: -95919.7 tau: 1.587598 beta: 50.21591 diff 0.0002006043 Iteration: 23 ELBO: -95901.81 tau: 1.587577 beta: 54.66054 diff 0.0001865218 Iteration: 24 ELBO: -95885.55 tau: 1.587536 beta: 59.24916 diff 0.0001695683 Iteration: 25 ELBO: -95871.09 tau: 1.587463 beta: 63.96208 diff 0.000150768 Iteration: 26 ELBO: -95858.5 tau: 1.58735 beta: 68.77484 diff 0.000131373 Iteration: 27 ELBO: -95847.7 tau: 1.587194 beta: 73.66057 diff 0.0001125728 After 28 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96889.14 tau: 1.613287 beta: 1.907933 diff Inf Iteration: 2 ELBO: -95982.48 tau: 1.618571 beta: 2.260873 diff 0.009357724 Iteration: 3 ELBO: -95686.9 tau: 1.626726 beta: 2.778427 diff 0.003079519 Iteration: 4 ELBO: -95486.05 tau: 1.633656 beta: 3.446716 diff 0.002098955 Iteration: 5 ELBO: -95340.16 tau: 1.637891 beta: 4.287075 diff 0.001527865 Iteration: 6 ELBO: -95226.78 tau: 1.640332 beta: 5.320677 diff 0.001189198 Iteration: 7 ELBO: -95134.95 tau: 1.641739 beta: 6.564732 diff 0.0009643792 Iteration: 8 ELBO: -95058.82 tau: 1.642533 beta: 8.031171 diff 0.000800205 Iteration: 9 ELBO: -94994.92 tau: 1.642941 beta: 9.725949 diff 0.0006722506 Iteration: 10 ELBO: -94940.98 tau: 1.643089 beta: 11.64916 diff 0.0005678398 Iteration: 11 ELBO: -94895.35 tau: 1.64305 beta: 13.79547 diff 0.0004805867 Iteration: 12 ELBO: -94856.72 tau: 1.642872 beta: 16.15458 diff 0.0004070408 Iteration: 13 ELBO: -94824 tau: 1.642591 beta: 18.7117 diff 0.0003449932 Iteration: 14 ELBO: -94796.24 tau: 1.642236 beta: 21.44803 diff 0.0002927832 Iteration: 15 ELBO: -94772.63 tau: 1.641832 beta: 24.34132 diff 0.0002489945 Iteration: 16 ELBO: -94752.51 tau: 1.641399 beta: 27.36659 diff 0.0002123379 Iteration: 17 ELBO: -94735.3 tau: 1.640954 beta: 30.49729 diff 0.0001816457 Iteration: 18 ELBO: -94720.53 tau: 1.640507 beta: 33.70663 diff 0.0001559264 Iteration: 19 ELBO: -94707.79 tau: 1.640066 beta: 36.96904 diff 0.0001344137 Iteration: 20 ELBO: -94696.76 tau: 1.639636 beta: 40.2611 diff 0.000116528 Iteration: 21 ELBO: -94687.12 tau: 1.639219 beta: 43.56201 diff 0.0001017676 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95596.52 tau: 1.667134 beta: 1.885409 diff Inf Iteration: 2 ELBO: -94688.29 tau: 1.671812 beta: 2.24625 diff 0.00950065 Iteration: 3 ELBO: -94400.24 tau: 1.679413 beta: 2.787351 diff 0.003042161 Iteration: 4 ELBO: -94201.27 tau: 1.686167 beta: 3.48654 diff 0.002107744 Iteration: 5 ELBO: -94053.26 tau: 1.690499 beta: 4.360858 diff 0.001571198 Iteration: 6 ELBO: -93936.05 tau: 1.69317 beta: 5.431173 diff 0.001246146 Iteration: 7 ELBO: -93839.49 tau: 1.694895 beta: 6.713518 diff 0.00102798 Iteration: 8 ELBO: -93758.43 tau: 1.696051 beta: 8.21853 diff 0.0008637814 Iteration: 9 ELBO: -93689.96 tau: 1.696816 beta: 9.95196 diff 0.0007302591 Iteration: 10 ELBO: -93632.09 tau: 1.697281 beta: 11.91467 diff 0.0006177036 Iteration: 11 ELBO: -93583.21 tau: 1.697508 beta: 14.10241 diff 0.0005220395 Iteration: 12 ELBO: -93541.94 tau: 1.697545 beta: 16.50576 diff 0.0004410327 Iteration: 13 ELBO: -93507.07 tau: 1.697435 beta: 19.11045 diff 0.0003727143 Iteration: 14 ELBO: -93477.61 tau: 1.697213 beta: 21.89814 diff 0.000315131 Iteration: 15 ELBO: -93452.69 tau: 1.696908 beta: 24.84744 diff 0.0002665845 Iteration: 16 ELBO: -93431.59 tau: 1.696544 beta: 27.93476 diff 0.0002257106 Iteration: 17 ELBO: -93413.72 tau: 1.696138 beta: 31.13501 diff 0.0001913499 Iteration: 18 ELBO: -93398.54 tau: 1.695708 beta: 34.42226 diff 0.0001624444 Iteration: 19 ELBO: -93385.65 tau: 1.695264 beta: 37.77058 diff 0.0001380456 Iteration: 20 ELBO: -93374.69 tau: 1.694814 beta: 41.15499 diff 0.0001173672 After 21 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94253.34 tau: 1.725388 beta: 1.919242 diff Inf Iteration: 2 ELBO: -93338.09 tau: 1.731257 beta: 2.256433 diff 0.009710533 Iteration: 3 ELBO: -93061.17 tau: 1.738314 beta: 2.777124 diff 0.00296682 Iteration: 4 ELBO: -92877.1 tau: 1.74391 beta: 3.467006 diff 0.001977937 Iteration: 5 ELBO: -92739.71 tau: 1.747295 beta: 4.347077 diff 0.001479201 Iteration: 6 ELBO: -92629.27 tau: 1.749332 beta: 5.441358 diff 0.001190893 Iteration: 7 ELBO: -92537.17 tau: 1.750594 beta: 6.772144 diff 0.0009942848 Iteration: 8 ELBO: -92458.89 tau: 1.751374 beta: 8.358287 diff 0.0008459413 Iteration: 9 ELBO: -92391.6 tau: 1.751843 beta: 10.21363 diff 0.0007278152 Iteration: 10 ELBO: -92333.41 tau: 1.752101 beta: 12.34609 diff 0.0006297572 Iteration: 11 ELBO: -92283.01 tau: 1.752208 beta: 14.75718 diff 0.0005459143 Iteration: 12 ELBO: -92239.36 tau: 1.752201 beta: 17.442 diff 0.0004730015 Iteration: 13 ELBO: -92201.62 tau: 1.752102 beta: 20.38952 diff 0.0004091027 Iteration: 14 ELBO: -92169.07 tau: 1.751927 beta: 23.58299 diff 0.0003530498 Iteration: 15 ELBO: -92141.05 tau: 1.751689 beta: 27.00039 diff 0.00030401 Iteration: 16 ELBO: -92116.98 tau: 1.751401 beta: 30.61502 diff 0.0002611941 Iteration: 17 ELBO: -92096.37 tau: 1.751076 beta: 34.39682 diff 0.0002237987 Iteration: 18 ELBO: -92078.77 tau: 1.750719 beta: 38.31424 diff 0.0001911166 Iteration: 19 ELBO: -92063.79 tau: 1.750337 beta: 42.33676 diff 0.0001626579 Iteration: 20 ELBO: -92051.07 tau: 1.749932 beta: 46.43691 diff 0.0001381543 Iteration: 21 ELBO: -92040.26 tau: 1.749507 beta: 50.5914 diff 0.0001174181 Iteration: 22 ELBO: -92031.04 tau: 1.749067 beta: 54.78114 diff 0.0001001712 After 23 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93057.89 tau: 1.779529 beta: 1.856462 diff Inf Iteration: 2 ELBO: -92149.1 tau: 1.784731 beta: 2.186464 diff 0.009765832 Iteration: 3 ELBO: -91852.22 tau: 1.792521 beta: 2.698129 diff 0.003221763 Iteration: 4 ELBO: -91649.7 tau: 1.799271 beta: 3.373058 diff 0.002204753 Iteration: 5 ELBO: -91500.23 tau: 1.80345 beta: 4.234387 diff 0.001630885 Iteration: 6 ELBO: -91383.02 tau: 1.80585 beta: 5.310461 diff 0.001281065 Iteration: 7 ELBO: -91286.87 tau: 1.807232 beta: 6.62627 diff 0.001052064 Iteration: 8 ELBO: -91205.96 tau: 1.808023 beta: 8.202903 diff 0.0008864285 Iteration: 9 ELBO: -91136.94 tau: 1.808445 beta: 10.05711 diff 0.0007566605 Iteration: 10 ELBO: -91077.74 tau: 1.808622 beta: 12.20016 diff 0.0006495663 Iteration: 11 ELBO: -91026.89 tau: 1.808627 beta: 14.63664 diff 0.000558371 Iteration: 12 ELBO: -90983.25 tau: 1.808504 beta: 17.36353 diff 0.0004793771 Iteration: 13 ELBO: -90945.92 tau: 1.808284 beta: 20.37013 diff 0.0004103718 Iteration: 14 ELBO: -90914.09 tau: 1.807985 beta: 23.6388 diff 0.0003499675 Iteration: 15 ELBO: -90887.05 tau: 1.80762 beta: 27.14654 diff 0.0002973622 Iteration: 16 ELBO: -90864.14 tau: 1.807202 beta: 30.86682 diff 0.0002520603 Iteration: 17 ELBO: -90844.74 tau: 1.80674 beta: 34.77134 diff 0.0002135503 Iteration: 18 ELBO: -90828.28 tau: 1.806247 beta: 38.83138 diff 0.0001811605 Iteration: 19 ELBO: -90814.29 tau: 1.805733 beta: 43.01897 diff 0.0001541045 Iteration: 20 ELBO: -90802.34 tau: 1.805207 beta: 47.3078 diff 0.0001315835 Iteration: 21 ELBO: -90792.09 tau: 1.804675 beta: 51.67383 diff 0.0001128594 After 22 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -91832.82 tau: 1.835183 beta: 1.844372 diff Inf Iteration: 2 ELBO: -90923.81 tau: 1.839093 beta: 2.206759 diff 0.009898562 Iteration: 3 ELBO: -90648.07 tau: 1.845514 beta: 2.783981 diff 0.003032627 Iteration: 4 ELBO: -90463.46 tau: 1.850893 beta: 3.567597 diff 0.002036621 Iteration: 5 ELBO: -90321.95 tau: 1.854194 beta: 4.584251 diff 0.001564224 Iteration: 6 ELBO: -90204.76 tau: 1.856193 beta: 5.869462 diff 0.001297508 Iteration: 7 ELBO: -90104.35 tau: 1.857467 beta: 7.45961 diff 0.001113134 Iteration: 8 ELBO: -90017.27 tau: 1.858308 beta: 9.387763 diff 0.0009664237 Iteration: 9 ELBO: -89941.66 tau: 1.858854 beta: 11.6816 diff 0.0008399536 Iteration: 10 ELBO: -89876.27 tau: 1.859169 beta: 14.36246 diff 0.0007270307 Iteration: 11 ELBO: -89820.01 tau: 1.859286 beta: 17.44447 diff 0.0006259687 Iteration: 12 ELBO: -89771.81 tau: 1.859237 beta: 20.93383 diff 0.0005365958 Iteration: 13 ELBO: -89730.65 tau: 1.85905 beta: 24.82833 diff 0.0004585394 Iteration: 14 ELBO: -89695.56 tau: 1.858754 beta: 29.11752 diff 0.0003910053 Iteration: 15 ELBO: -89665.69 tau: 1.858374 beta: 33.78351 diff 0.0003330289 Iteration: 16 ELBO: -89640.26 tau: 1.857931 beta: 38.80212 diff 0.0002836377 Iteration: 17 ELBO: -89618.58 tau: 1.857443 beta: 44.14451 diff 0.0002418745 Iteration: 18 ELBO: -89600.04 tau: 1.856924 beta: 49.77894 diff 0.000206795 Iteration: 19 ELBO: -89584.14 tau: 1.856387 beta: 55.6727 diff 0.0001774875 Iteration: 20 ELBO: -89570.43 tau: 1.855842 beta: 61.79369 diff 0.0001531018 Iteration: 21 ELBO: -89558.52 tau: 1.855295 beta: 68.11172 diff 0.0001328647 Iteration: 22 ELBO: -89548.13 tau: 1.854754 beta: 74.59925 diff 0.0001160839 Iteration: 23 ELBO: -89538.98 tau: 1.854222 beta: 81.23171 diff 0.0001021465 After 24 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.492979 [SoftImpute] Iter 1: observed MAE=0.006659 rank=943 [SoftImpute] Iter 2: observed MAE=0.006569 rank=943 [SoftImpute] Iter 3: observed MAE=0.006569 rank=943 [SoftImpute] Iter 4: observed MAE=0.006570 rank=943 [SoftImpute] Iter 5: observed MAE=0.006570 rank=943 [SoftImpute] Iter 6: observed MAE=0.006570 rank=943 [SoftImpute] Iter 7: observed MAE=0.006571 rank=943 [SoftImpute] Iter 8: observed MAE=0.006571 rank=942 [SoftImpute] Iter 9: observed MAE=0.006571 rank=940 [SoftImpute] Iter 10: observed MAE=0.006571 rank=938 [SoftImpute] Iter 11: observed MAE=0.006571 rank=936 [SoftImpute] Iter 12: observed MAE=0.006571 rank=934 [SoftImpute] Iter 13: observed MAE=0.006571 rank=932 [SoftImpute] Iter 14: observed MAE=0.006571 rank=930 [SoftImpute] Iter 15: observed MAE=0.006571 rank=929 [SoftImpute] Iter 16: observed MAE=0.006571 rank=927 [SoftImpute] Iter 17: observed MAE=0.006570 rank=926 [SoftImpute] Iter 18: observed MAE=0.006570 rank=924 [SoftImpute] Iter 19: observed MAE=0.006570 rank=922 [SoftImpute] Iter 20: observed MAE=0.006569 rank=920 [SoftImpute] Iter 21: observed MAE=0.006569 rank=917 [SoftImpute] Iter 22: observed MAE=0.006568 rank=915 [SoftImpute] Iter 23: observed MAE=0.006567 rank=913 [SoftImpute] Iter 24: observed MAE=0.006567 rank=911 [SoftImpute] Iter 25: observed MAE=0.006566 rank=909 [SoftImpute] Iter 26: observed MAE=0.006565 rank=907 [SoftImpute] Iter 27: observed MAE=0.006565 rank=905 [SoftImpute] Iter 28: observed MAE=0.006564 rank=902 [SoftImpute] Iter 29: observed MAE=0.006563 rank=901 [SoftImpute] Iter 30: observed MAE=0.006562 rank=898 [SoftImpute] Iter 31: observed MAE=0.006561 rank=897 [SoftImpute] Iter 32: observed MAE=0.006560 rank=894 [SoftImpute] Iter 33: observed MAE=0.006559 rank=891 [SoftImpute] Iter 34: observed MAE=0.006558 rank=890 [SoftImpute] Iter 35: observed MAE=0.006557 rank=888 [SoftImpute] Iter 36: observed MAE=0.006556 rank=887 [SoftImpute] Iter 37: observed MAE=0.006555 rank=883 [SoftImpute] Iter 38: observed MAE=0.006554 rank=882 [SoftImpute] Iter 39: observed MAE=0.006553 rank=879 [SoftImpute] Iter 40: observed MAE=0.006552 rank=878 [SoftImpute] Iter 41: observed MAE=0.006551 rank=875 [SoftImpute] Iter 42: observed MAE=0.006549 rank=873 [SoftImpute] Iter 43: observed MAE=0.006548 rank=870 [SoftImpute] Iter 44: observed MAE=0.006547 rank=869 [SoftImpute] Iter 45: observed MAE=0.006546 rank=867 [SoftImpute] Iter 46: observed MAE=0.006545 rank=866 [SoftImpute] Iter 47: observed MAE=0.006544 rank=865 [SoftImpute] Iter 48: observed MAE=0.006543 rank=861 [SoftImpute] Iter 49: observed MAE=0.006541 rank=860 [SoftImpute] Iter 50: observed MAE=0.006540 rank=857 [SoftImpute] Iter 51: observed MAE=0.006538 rank=857 [SoftImpute] Iter 52: observed MAE=0.006537 rank=854 [SoftImpute] Iter 53: observed MAE=0.006536 rank=852 [SoftImpute] Iter 54: observed MAE=0.006534 rank=849 [SoftImpute] Iter 55: observed MAE=0.006533 rank=847 [SoftImpute] Iter 56: observed MAE=0.006531 rank=846 [SoftImpute] Iter 57: observed MAE=0.006530 rank=843 [SoftImpute] Iter 58: observed MAE=0.006528 rank=841 [SoftImpute] Iter 59: observed MAE=0.006527 rank=839 [SoftImpute] Iter 60: observed MAE=0.006525 rank=837 [SoftImpute] Iter 61: observed MAE=0.006524 rank=837 [SoftImpute] Iter 62: observed MAE=0.006523 rank=834 [SoftImpute] Iter 63: observed MAE=0.006521 rank=832 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1471 missing, elapsed time: 4.065 Imputing row 101/943 with 1630 missing, elapsed time: 5.565 Imputing row 201/943 with 1384 missing, elapsed time: 7.077 Imputing row 301/943 with 1464 missing, elapsed time: 8.577 Imputing row 401/943 with 1556 missing, elapsed time: 10.057 Imputing row 501/943 with 1620 missing, elapsed time: 11.534 Imputing row 601/943 with 1567 missing, elapsed time: 13.041 Imputing row 701/943 with 1655 missing, elapsed time: 14.539 Imputing row 801/943 with 1660 missing, elapsed time: 16.048 Imputing row 901/943 with 1586 missing, elapsed time: 17.544 [KNN] Warning: 27700/1586126 still missing after imputation, replacing with 0 ########### perturbation 9 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215788.9 tau: 0.08803731 beta: 0.05851371 diff Inf Iteration: 2 ELBO: -132224.6 tau: 0.6793736 beta: 0.09792949 diff 0.3872502 Iteration: 3 ELBO: -115688 tau: 1.071236 beta: 0.3752737 diff 0.1250641 Iteration: 4 ELBO: -113399.7 tau: 1.140829 beta: 0.7764791 diff 0.01978012 Iteration: 5 ELBO: -112903.5 tau: 1.15344 beta: 1.051884 diff 0.004376013 Iteration: 6 ELBO: -112797.5 tau: 1.155333 beta: 1.207736 diff 0.000938701 Iteration: 7 ELBO: -112775.2 tau: 1.155329 beta: 1.290335 diff 0.0001972279 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108823 tau: 1.194309 beta: 1.874527 diff Inf Iteration: 2 ELBO: -107888.2 tau: 1.20076 beta: 2.133817 diff 0.00859056 Iteration: 3 ELBO: -107564.5 tau: 1.208658 beta: 2.519532 diff 0.002999685 Iteration: 4 ELBO: -107347.6 tau: 1.214913 beta: 3.025326 diff 0.002016946 Iteration: 5 ELBO: -107183.6 tau: 1.219143 beta: 3.66009 diff 0.001527934 Iteration: 6 ELBO: -107048.1 tau: 1.222293 beta: 4.424674 diff 0.001263699 Iteration: 7 ELBO: -106936.1 tau: 1.224693 beta: 5.316007 diff 0.001046324 Iteration: 8 ELBO: -106845.5 tau: 1.226428 beta: 6.326657 diff 0.0008473992 Iteration: 9 ELBO: -106769.9 tau: 1.227744 beta: 7.443924 diff 0.0007073891 Iteration: 10 ELBO: -106703.8 tau: 1.22889 beta: 8.64907 diff 0.0006194391 Iteration: 11 ELBO: -106643 tau: 1.230029 beta: 9.918708 diff 0.0005692889 Iteration: 12 ELBO: -106584 tau: 1.23128 beta: 11.22696 diff 0.0005536575 Iteration: 13 ELBO: -106523.1 tau: 1.23274 beta: 12.54755 diff 0.0005715642 Iteration: 14 ELBO: -106457.3 tau: 1.234481 beta: 13.85441 diff 0.0006170695 Iteration: 15 ELBO: -106385.2 tau: 1.236546 beta: 15.12091 diff 0.0006778129 Iteration: 16 ELBO: -106306.2 tau: 1.238954 beta: 16.32292 diff 0.0007423988 Iteration: 17 ELBO: -106219.5 tau: 1.241751 beta: 17.44444 diff 0.0008156249 Iteration: 18 ELBO: -106122.1 tau: 1.24509 beta: 18.47272 diff 0.0009166207 Iteration: 19 ELBO: -106012.8 tau: 1.249081 beta: 19.39991 diff 0.001030027 Iteration: 20 ELBO: -105898.9 tau: 1.253463 beta: 20.23617 diff 0.001074254 Iteration: 21 ELBO: -105797.5 tau: 1.257507 beta: 21.01376 diff 0.0009580142 Iteration: 22 ELBO: -105720.9 tau: 1.260578 beta: 21.76616 diff 0.0007234413 Iteration: 23 ELBO: -105667.6 tau: 1.262681 beta: 22.5012 diff 0.0005043917 Iteration: 24 ELBO: -105631.2 tau: 1.264085 beta: 23.21073 diff 0.0003445498 Iteration: 25 ELBO: -105606.4 tau: 1.265024 beta: 23.87817 diff 0.0002343089 Iteration: 26 ELBO: -105590 tau: 1.265649 beta: 24.48826 diff 0.0001556884 After 27 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105572 tau: 1.296638 beta: 1.847655 diff Inf Iteration: 2 ELBO: -104559.3 tau: 1.305536 beta: 2.092619 diff 0.009591946 Iteration: 3 ELBO: -104200.8 tau: 1.316079 beta: 2.485368 diff 0.003429384 Iteration: 4 ELBO: -103971.1 tau: 1.323552 beta: 3.020831 diff 0.002204281 Iteration: 5 ELBO: -103804.7 tau: 1.328132 beta: 3.702473 diff 0.001600543 Iteration: 6 ELBO: -103672.1 tau: 1.331089 beta: 4.544326 diff 0.001277206 Iteration: 7 ELBO: -103559.7 tau: 1.333168 beta: 5.563485 diff 0.001083593 Iteration: 8 ELBO: -103462.3 tau: 1.334732 beta: 6.774484 diff 0.0009409477 Iteration: 9 ELBO: -103378.7 tau: 1.335912 beta: 8.183258 diff 0.0008075884 Iteration: 10 ELBO: -103308.8 tau: 1.336763 beta: 9.782533 diff 0.0006762686 Iteration: 11 ELBO: -103252 tau: 1.33731 beta: 11.55416 diff 0.0005496829 Iteration: 12 ELBO: -103207.1 tau: 1.337572 beta: 13.47842 diff 0.0004355881 Iteration: 13 ELBO: -103171.7 tau: 1.337596 beta: 15.53859 diff 0.0003425199 Iteration: 14 ELBO: -103143.7 tau: 1.33745 beta: 17.71952 diff 0.0002716815 Iteration: 15 ELBO: -103121.1 tau: 1.337196 beta: 20.00572 diff 0.0002188008 Iteration: 16 ELBO: -103102.7 tau: 1.33688 beta: 22.38082 diff 0.000178769 Iteration: 17 ELBO: -103087.5 tau: 1.336531 beta: 24.82788 diff 0.0001477022 Iteration: 18 ELBO: -103074.8 tau: 1.336168 beta: 27.32985 diff 0.0001230417 Iteration: 19 ELBO: -103064.1 tau: 1.335802 beta: 29.87007 diff 0.0001031289 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103587.4 tau: 1.362865 beta: 1.852774 diff Inf Iteration: 2 ELBO: -102614.1 tau: 1.370608 beta: 2.131548 diff 0.009395898 Iteration: 3 ELBO: -102290.4 tau: 1.380105 beta: 2.542058 diff 0.003154816 Iteration: 4 ELBO: -102086.7 tau: 1.386941 beta: 3.071453 diff 0.001991129 Iteration: 5 ELBO: -101947.7 tau: 1.390729 beta: 3.7326 diff 0.001361699 Iteration: 6 ELBO: -101842.7 tau: 1.392851 beta: 4.532937 diff 0.00102978 Iteration: 7 ELBO: -101757.5 tau: 1.394145 beta: 5.47522 diff 0.0008362182 Iteration: 8 ELBO: -101685.7 tau: 1.394993 beta: 6.560821 diff 0.0007057686 Iteration: 9 ELBO: -101623.8 tau: 1.395569 beta: 7.790241 diff 0.0006086831 Iteration: 10 ELBO: -101569.4 tau: 1.395983 beta: 9.161548 diff 0.0005354915 Iteration: 11 ELBO: -101520.5 tau: 1.396328 beta: 10.6681 diff 0.0004810243 Iteration: 12 ELBO: -101475.9 tau: 1.396677 beta: 12.29658 diff 0.0004393961 Iteration: 13 ELBO: -101435.1 tau: 1.397055 beta: 14.02954 diff 0.0004023231 Iteration: 14 ELBO: -101398.4 tau: 1.397421 beta: 15.85365 diff 0.00036183 Iteration: 15 ELBO: -101366.3 tau: 1.397702 beta: 17.76152 diff 0.0003160954 Iteration: 16 ELBO: -101338.7 tau: 1.397874 beta: 19.74341 diff 0.0002723531 Iteration: 17 ELBO: -101314.7 tau: 1.397966 beta: 21.78389 diff 0.0002372401 Iteration: 18 ELBO: -101293.3 tau: 1.39802 beta: 23.86432 diff 0.0002109666 Iteration: 19 ELBO: -101274 tau: 1.398071 beta: 25.96511 diff 0.0001911653 Iteration: 20 ELBO: -101256.2 tau: 1.398136 beta: 28.06666 diff 0.0001756292 Iteration: 21 ELBO: -101239.7 tau: 1.398228 beta: 30.14985 diff 0.0001626931 Iteration: 22 ELBO: -101224.4 tau: 1.398346 beta: 32.19663 diff 0.0001510894 Iteration: 23 ELBO: -101210.2 tau: 1.398488 beta: 34.19071 diff 0.0001398664 Iteration: 24 ELBO: -101197.3 tau: 1.398644 beta: 36.11817 diff 0.0001283914 Iteration: 25 ELBO: -101185.5 tau: 1.398806 beta: 37.96794 diff 0.0001163712 Iteration: 26 ELBO: -101175 tau: 1.39896 beta: 39.73179 diff 0.0001038391 After 27 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101752.8 tau: 1.427186 beta: 1.867675 diff Inf Iteration: 2 ELBO: -100814.7 tau: 1.43367 beta: 2.164947 diff 0.009218876 Iteration: 3 ELBO: -100512 tau: 1.441666 beta: 2.620257 diff 0.003003246 Iteration: 4 ELBO: -100313 tau: 1.447914 beta: 3.217741 diff 0.001979225 Iteration: 5 ELBO: -100168.2 tau: 1.451878 beta: 3.965153 diff 0.001443495 Iteration: 6 ELBO: -100056.1 tau: 1.454337 beta: 4.869452 diff 0.001119189 Iteration: 7 ELBO: -99964.87 tau: 1.455931 beta: 5.932649 diff 0.0009119583 Iteration: 8 ELBO: -99887.41 tau: 1.457071 beta: 7.152953 diff 0.0007748637 Iteration: 9 ELBO: -99819.96 tau: 1.457974 beta: 8.526316 diff 0.0006752265 Iteration: 10 ELBO: -99760.69 tau: 1.458722 beta: 10.0481 diff 0.0005937546 Iteration: 11 ELBO: -99708.67 tau: 1.45933 beta: 11.714 diff 0.0005214983 Iteration: 12 ELBO: -99663.19 tau: 1.459796 beta: 13.51977 diff 0.00045608 Iteration: 13 ELBO: -99623.57 tau: 1.460124 beta: 15.46021 diff 0.000397517 Iteration: 14 ELBO: -99589.14 tau: 1.46033 beta: 17.52807 diff 0.0003456058 Iteration: 15 ELBO: -99559.3 tau: 1.46043 beta: 19.71316 diff 0.0002996811 Iteration: 16 ELBO: -99533.52 tau: 1.460443 beta: 22.00184 diff 0.0002588967 Iteration: 17 ELBO: -99511.38 tau: 1.460383 beta: 24.37731 diff 0.0002224547 Iteration: 18 ELBO: -99492.5 tau: 1.460263 beta: 26.82049 diff 0.0001897731 Iteration: 19 ELBO: -99476.52 tau: 1.460091 beta: 29.31139 diff 0.0001605521 Iteration: 20 ELBO: -99463.12 tau: 1.459873 beta: 31.83056 diff 0.0001347264 Iteration: 21 ELBO: -99451.95 tau: 1.459617 beta: 34.36019 diff 0.0001123202 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100156.3 tau: 1.487182 beta: 1.845434 diff Inf Iteration: 2 ELBO: -99202.43 tau: 1.493176 beta: 2.156761 diff 0.009524059 Iteration: 3 ELBO: -98893.1 tau: 1.501684 beta: 2.626025 diff 0.00311815 Iteration: 4 ELBO: -98697.37 tau: 1.508066 beta: 3.236384 diff 0.001979225 Iteration: 5 ELBO: -98558.2 tau: 1.511759 beta: 4.001061 diff 0.001410052 Iteration: 6 ELBO: -98449.3 tau: 1.513932 beta: 4.933584 diff 0.001104993 Iteration: 7 ELBO: -98359.41 tau: 1.515312 beta: 6.043009 diff 0.0009130281 Iteration: 8 ELBO: -98283.21 tau: 1.516241 beta: 7.335006 diff 0.0007746794 Iteration: 9 ELBO: -98217.75 tau: 1.516877 beta: 8.81337 diff 0.0006661016 Iteration: 10 ELBO: -98160.98 tau: 1.517303 beta: 10.48054 diff 0.0005779486 Iteration: 11 ELBO: -98111.29 tau: 1.517578 beta: 12.33737 diff 0.0005062378 Iteration: 12 ELBO: -98067.26 tau: 1.517752 beta: 14.38202 diff 0.0004487229 Iteration: 13 ELBO: -98027.72 tau: 1.517877 beta: 16.6073 diff 0.0004032235 Iteration: 14 ELBO: -97991.9 tau: 1.517991 beta: 18.99944 diff 0.0003653652 Iteration: 15 ELBO: -97959.72 tau: 1.518085 beta: 21.54376 diff 0.0003284438 Iteration: 16 ELBO: -97931.21 tau: 1.518127 beta: 24.22819 diff 0.0002910487 Iteration: 17 ELBO: -97906.06 tau: 1.518104 beta: 27.04188 diff 0.000256793 Iteration: 18 ELBO: -97883.82 tau: 1.518023 beta: 29.97591 diff 0.0002271156 Iteration: 19 ELBO: -97864.06 tau: 1.517891 beta: 33.02355 diff 0.0002019574 Iteration: 20 ELBO: -97846.33 tau: 1.51772 beta: 36.1787 diff 0.0001811622 Iteration: 21 ELBO: -97830.24 tau: 1.517531 beta: 39.43293 diff 0.0001643848 Iteration: 22 ELBO: -97815.49 tau: 1.517345 beta: 42.77143 diff 0.0001508091 Iteration: 23 ELBO: -97801.91 tau: 1.517182 beta: 46.16969 diff 0.0001387848 Iteration: 24 ELBO: -97789.62 tau: 1.517048 beta: 49.59462 diff 0.0001257434 Iteration: 25 ELBO: -97778.89 tau: 1.516925 beta: 53.01279 diff 0.0001096297 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98628.1 tau: 1.54545 beta: 1.857009 diff Inf Iteration: 2 ELBO: -97699.95 tau: 1.551385 beta: 2.183717 diff 0.009410615 Iteration: 3 ELBO: -97419.49 tau: 1.558308 beta: 2.690862 diff 0.002870676 Iteration: 4 ELBO: -97229.27 tau: 1.56401 beta: 3.354237 diff 0.001952596 Iteration: 5 ELBO: -97083.99 tau: 1.56783 beta: 4.181333 diff 0.001494176 Iteration: 6 ELBO: -96967.52 tau: 1.570364 beta: 5.185182 diff 0.00119963 Iteration: 7 ELBO: -96872.49 tau: 1.572028 beta: 6.378396 diff 0.0009800845 Iteration: 8 ELBO: -96794.05 tau: 1.573093 beta: 7.769909 diff 0.0008096916 Iteration: 9 ELBO: -96728.85 tau: 1.57374 beta: 9.363022 diff 0.000673638 Iteration: 10 ELBO: -96674.47 tau: 1.574088 beta: 11.15517 diff 0.0005621659 Iteration: 11 ELBO: -96629.11 tau: 1.574209 beta: 13.13881 diff 0.000469206 Iteration: 12 ELBO: -96591.28 tau: 1.574155 beta: 15.3021 diff 0.0003914756 Iteration: 13 ELBO: -96559.71 tau: 1.573966 beta: 17.62954 diff 0.0003268531 Iteration: 14 ELBO: -96533.3 tau: 1.573678 beta: 20.10311 diff 0.0002734737 Iteration: 15 ELBO: -96511.13 tau: 1.573316 beta: 22.70366 diff 0.0002296465 Iteration: 16 ELBO: -96492.42 tau: 1.572902 beta: 25.41214 diff 0.0001938848 Iteration: 17 ELBO: -96476.51 tau: 1.572455 beta: 28.21049 diff 0.0001648862 Iteration: 18 ELBO: -96462.86 tau: 1.571989 beta: 31.08226 diff 0.000141506 Iteration: 19 ELBO: -96451.02 tau: 1.571514 beta: 34.01297 diff 0.0001227459 Iteration: 20 ELBO: -96440.63 tau: 1.571041 beta: 36.99023 diff 0.000107747 After 21 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97251.65 tau: 1.599025 beta: 1.88697 diff Inf Iteration: 2 ELBO: -96328.52 tau: 1.604664 beta: 2.229571 diff 0.009492178 Iteration: 3 ELBO: -96022.81 tau: 1.613274 beta: 2.742563 diff 0.003173614 Iteration: 4 ELBO: -95821.11 tau: 1.620218 beta: 3.410793 diff 0.002100486 Iteration: 5 ELBO: -95680.85 tau: 1.624081 beta: 4.255238 diff 0.001463779 Iteration: 6 ELBO: -95574.57 tau: 1.626038 beta: 5.298571 diff 0.001110792 Iteration: 7 ELBO: -95488.48 tau: 1.627015 beta: 6.560026 diff 0.0009007671 Iteration: 8 ELBO: -95416.09 tau: 1.62748 beta: 8.055188 diff 0.0007580608 Iteration: 9 ELBO: -95354.1 tau: 1.627654 beta: 9.795899 diff 0.0006496959 Iteration: 10 ELBO: -95300.55 tau: 1.627645 beta: 11.78985 diff 0.0005615812 Iteration: 11 ELBO: -95254.11 tau: 1.627513 beta: 14.0403 diff 0.0004873215 Iteration: 12 ELBO: -95213.76 tau: 1.627291 beta: 16.54605 diff 0.0004236581 Iteration: 13 ELBO: -95178.65 tau: 1.627003 beta: 19.30164 diff 0.0003686694 Iteration: 14 ELBO: -95148.1 tau: 1.626664 beta: 22.29768 diff 0.0003210113 Iteration: 15 ELBO: -95121.5 tau: 1.626288 beta: 25.52129 diff 0.0002796102 Iteration: 16 ELBO: -95098.33 tau: 1.625882 beta: 28.95685 diff 0.0002435796 Iteration: 17 ELBO: -95078.15 tau: 1.625454 beta: 32.58669 diff 0.0002122092 Iteration: 18 ELBO: -95060.56 tau: 1.62501 beta: 36.39204 diff 0.000184941 Iteration: 19 ELBO: -95045.23 tau: 1.624552 beta: 40.35363 diff 0.0001613226 Iteration: 20 ELBO: -95031.83 tau: 1.624087 beta: 44.45232 diff 0.0001409571 Iteration: 21 ELBO: -95020.1 tau: 1.623617 beta: 48.66944 diff 0.0001234707 Iteration: 22 ELBO: -95009.79 tau: 1.623148 beta: 52.98698 diff 0.0001085009 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95991.37 tau: 1.651122 beta: 1.858003 diff Inf Iteration: 2 ELBO: -95086.93 tau: 1.656458 beta: 2.197361 diff 0.009422157 Iteration: 3 ELBO: -94809.63 tau: 1.663228 beta: 2.72025 diff 0.002916248 Iteration: 4 ELBO: -94623.85 tau: 1.668896 beta: 3.403002 diff 0.001959545 Iteration: 5 ELBO: -94486.84 tau: 1.672351 beta: 4.260571 diff 0.001447943 Iteration: 6 ELBO: -94378.76 tau: 1.674297 beta: 5.314299 diff 0.001143789 Iteration: 7 ELBO: -94289.94 tau: 1.675373 beta: 6.584354 diff 0.0009411692 Iteration: 8 ELBO: -94215.29 tau: 1.675941 beta: 8.087064 diff 0.0007916442 Iteration: 9 ELBO: -94151.77 tau: 1.6762 beta: 9.833048 diff 0.0006742687 Iteration: 10 ELBO: -94097.3 tau: 1.676268 beta: 11.82596 diff 0.000578529 Iteration: 11 ELBO: -94050.39 tau: 1.676212 beta: 14.06224 diff 0.0004984604 Iteration: 12 ELBO: -94009.89 tau: 1.676075 beta: 16.53176 diff 0.000430658 Iteration: 13 ELBO: -93974.81 tau: 1.675882 beta: 19.21891 diff 0.0003731457 Iteration: 14 ELBO: -93944.33 tau: 1.675652 beta: 22.10397 diff 0.000324378 Iteration: 15 ELBO: -93917.74 tau: 1.675395 beta: 25.16489 diff 0.0002830023 Iteration: 16 ELBO: -93894.45 tau: 1.675119 beta: 28.3789 diff 0.0002479771 Iteration: 17 ELBO: -93873.94 tau: 1.674831 beta: 31.72366 diff 0.0002184343 Iteration: 18 ELBO: -93855.77 tau: 1.674535 beta: 35.17836 diff 0.0001935354 Iteration: 19 ELBO: -93839.58 tau: 1.674236 beta: 38.72458 diff 0.0001724759 Iteration: 20 ELBO: -93825.08 tau: 1.673937 beta: 42.34725 diff 0.0001545323 Iteration: 21 ELBO: -93812.03 tau: 1.673637 beta: 46.03539 diff 0.0001391043 Iteration: 22 ELBO: -93800.24 tau: 1.673334 beta: 49.78268 diff 0.0001257421 Iteration: 23 ELBO: -93789.53 tau: 1.673026 beta: 53.5874 diff 0.000114148 Iteration: 24 ELBO: -93779.76 tau: 1.67271 beta: 57.45187 diff 0.0001041424 After 25 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.806264 [SoftImpute] Iter 1: observed MAE=0.006664 rank=943 [SoftImpute] Iter 2: observed MAE=0.006573 rank=943 [SoftImpute] Iter 3: observed MAE=0.006573 rank=943 [SoftImpute] Iter 4: observed MAE=0.006574 rank=943 [SoftImpute] Iter 5: observed MAE=0.006574 rank=943 [SoftImpute] Iter 6: observed MAE=0.006575 rank=943 [SoftImpute] Iter 7: observed MAE=0.006575 rank=942 [SoftImpute] Iter 8: observed MAE=0.006575 rank=941 [SoftImpute] Iter 9: observed MAE=0.006575 rank=939 [SoftImpute] Iter 10: observed MAE=0.006575 rank=938 [SoftImpute] Iter 11: observed MAE=0.006575 rank=936 [SoftImpute] Iter 12: observed MAE=0.006575 rank=935 [SoftImpute] Iter 13: observed MAE=0.006575 rank=933 [SoftImpute] Iter 14: observed MAE=0.006575 rank=930 [SoftImpute] Iter 15: observed MAE=0.006575 rank=929 [SoftImpute] Iter 16: observed MAE=0.006574 rank=928 [SoftImpute] Iter 17: observed MAE=0.006574 rank=925 [SoftImpute] Iter 18: observed MAE=0.006574 rank=922 [SoftImpute] Iter 19: observed MAE=0.006573 rank=920 [SoftImpute] Iter 20: observed MAE=0.006572 rank=918 [SoftImpute] Iter 21: observed MAE=0.006572 rank=916 [SoftImpute] Iter 22: observed MAE=0.006571 rank=915 [SoftImpute] Iter 23: observed MAE=0.006571 rank=912 [SoftImpute] Iter 24: observed MAE=0.006570 rank=910 [SoftImpute] Iter 25: observed MAE=0.006569 rank=908 [SoftImpute] Iter 26: observed MAE=0.006568 rank=906 [SoftImpute] Iter 27: observed MAE=0.006568 rank=904 [SoftImpute] Iter 28: observed MAE=0.006567 rank=902 [SoftImpute] Iter 29: observed MAE=0.006566 rank=900 [SoftImpute] Iter 30: observed MAE=0.006565 rank=899 [SoftImpute] Iter 31: observed MAE=0.006565 rank=896 [SoftImpute] Iter 32: observed MAE=0.006564 rank=895 [SoftImpute] Iter 33: observed MAE=0.006563 rank=892 [SoftImpute] Iter 34: observed MAE=0.006562 rank=890 [SoftImpute] Iter 35: observed MAE=0.006561 rank=888 [SoftImpute] Iter 36: observed MAE=0.006560 rank=886 [SoftImpute] Iter 37: observed MAE=0.006559 rank=882 [SoftImpute] Iter 38: observed MAE=0.006557 rank=881 [SoftImpute] Iter 39: observed MAE=0.006556 rank=879 [SoftImpute] Iter 40: observed MAE=0.006555 rank=877 [SoftImpute] Iter 41: observed MAE=0.006554 rank=875 [SoftImpute] Iter 42: observed MAE=0.006553 rank=873 [SoftImpute] Iter 43: observed MAE=0.006552 rank=871 [SoftImpute] Iter 44: observed MAE=0.006551 rank=869 [SoftImpute] Iter 45: observed MAE=0.006549 rank=866 [SoftImpute] Iter 46: observed MAE=0.006548 rank=865 [SoftImpute] Iter 47: observed MAE=0.006547 rank=863 [SoftImpute] Iter 48: observed MAE=0.006546 rank=861 [SoftImpute] Iter 49: observed MAE=0.006545 rank=859 [SoftImpute] Iter 50: observed MAE=0.006543 rank=857 [SoftImpute] Iter 51: observed MAE=0.006542 rank=854 [SoftImpute] Iter 52: observed MAE=0.006540 rank=854 [SoftImpute] Iter 53: observed MAE=0.006539 rank=851 [SoftImpute] Iter 54: observed MAE=0.006538 rank=849 [SoftImpute] Iter 55: observed MAE=0.006537 rank=848 [SoftImpute] Iter 56: observed MAE=0.006535 rank=847 [SoftImpute] Iter 57: observed MAE=0.006534 rank=844 [SoftImpute] Iter 58: observed MAE=0.006532 rank=842 [SoftImpute] Iter 59: observed MAE=0.006531 rank=841 [SoftImpute] Iter 60: observed MAE=0.006530 rank=839 [SoftImpute] Iter 61: observed MAE=0.006528 rank=837 [SoftImpute] Iter 62: observed MAE=0.006527 rank=835 [SoftImpute] Stopped after iteration 62 for lambda=0.100000 Imputing row 1/943 with 1452 missing, elapsed time: 4.052 Imputing row 101/943 with 1631 missing, elapsed time: 5.535 Imputing row 201/943 with 1374 missing, elapsed time: 7.030 Imputing row 301/943 with 1464 missing, elapsed time: 8.509 Imputing row 401/943 with 1561 missing, elapsed time: 9.978 Imputing row 501/943 with 1619 missing, elapsed time: 11.467 Imputing row 601/943 with 1561 missing, elapsed time: 12.954 Imputing row 701/943 with 1657 missing, elapsed time: 14.437 Imputing row 801/943 with 1659 missing, elapsed time: 15.958 Imputing row 901/943 with 1583 missing, elapsed time: 17.453 [KNN] Warning: 34274/1586126 still missing after imputation, replacing with 0 ########### perturbation 10 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215958.2 tau: 0.08755879 beta: 0.06328432 diff Inf Iteration: 2 ELBO: -131643.3 tau: 0.6889073 beta: 0.1073425 diff 0.3904222 Iteration: 3 ELBO: -115420.6 tau: 1.07849 beta: 0.4032699 diff 0.1232324 Iteration: 4 ELBO: -113177.9 tau: 1.14713 beta: 0.8231753 diff 0.01943047 Iteration: 5 ELBO: -112688.5 tau: 1.159655 beta: 1.108122 diff 0.004324816 Iteration: 6 ELBO: -112584.9 tau: 1.161508 beta: 1.268387 diff 0.0009192519 Iteration: 7 ELBO: -112563.4 tau: 1.161486 beta: 1.353039 diff 0.0001904707 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108605.7 tau: 1.201027 beta: 1.859795 diff Inf Iteration: 2 ELBO: -107661.2 tau: 1.207738 beta: 2.104346 diff 0.008696601 Iteration: 3 ELBO: -107305.7 tau: 1.217066 beta: 2.451489 diff 0.003302244 Iteration: 4 ELBO: -106991 tau: 1.22752 beta: 2.873793 diff 0.002932263 Iteration: 5 ELBO: -106656.9 tau: 1.238855 beta: 3.387188 diff 0.003122707 Iteration: 6 ELBO: -106342.4 tau: 1.249343 beta: 4.013377 diff 0.002948672 Iteration: 7 ELBO: -106069.8 tau: 1.258249 beta: 4.727532 diff 0.002563817 Iteration: 8 ELBO: -105833.2 tau: 1.266142 beta: 5.484095 diff 0.002230519 Iteration: 9 ELBO: -105655.1 tau: 1.272193 beta: 6.269755 diff 0.001682813 Iteration: 10 ELBO: -105544.3 tau: 1.275719 beta: 7.090233 diff 0.001048667 Iteration: 11 ELBO: -105478.5 tau: 1.277436 beta: 7.944542 diff 0.0006238662 Iteration: 12 ELBO: -105436.8 tau: 1.278189 beta: 8.828984 diff 0.0003945823 Iteration: 13 ELBO: -105407.9 tau: 1.278466 beta: 9.740003 diff 0.0002745377 Iteration: 14 ELBO: -105385.9 tau: 1.27852 beta: 10.67322 diff 0.0002083631 Iteration: 15 ELBO: -105368.3 tau: 1.278468 beta: 11.62291 diff 0.0001671414 Iteration: 16 ELBO: -105353.8 tau: 1.278366 beta: 12.58226 diff 0.0001379724 Iteration: 17 ELBO: -105341.6 tau: 1.27824 beta: 13.5439 diff 0.0001153804 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105160.4 tau: 1.310239 beta: 1.847225 diff Inf Iteration: 2 ELBO: -104180.2 tau: 1.317486 beta: 2.116317 diff 0.009320787 Iteration: 3 ELBO: -103834.4 tau: 1.32729 beta: 2.519706 diff 0.003319428 Iteration: 4 ELBO: -103584.8 tau: 1.335972 beta: 3.043156 diff 0.002403946 Iteration: 5 ELBO: -103400.3 tau: 1.341804 beta: 3.705547 diff 0.00178081 Iteration: 6 ELBO: -103258.1 tau: 1.345515 beta: 4.525338 diff 0.001375681 Iteration: 7 ELBO: -103144.7 tau: 1.347865 beta: 5.515375 diff 0.00109771 Iteration: 8 ELBO: -103052 tau: 1.349392 beta: 6.680707 diff 0.0008985834 Iteration: 9 ELBO: -102975.7 tau: 1.350393 beta: 8.018104 diff 0.0007408333 Iteration: 10 ELBO: -102913.3 tau: 1.351 beta: 9.519747 diff 0.0006054243 Iteration: 11 ELBO: -102862.9 tau: 1.351291 beta: 11.17671 diff 0.0004906129 Iteration: 12 ELBO: -102821.9 tau: 1.351342 beta: 12.97943 diff 0.0003981591 Iteration: 13 ELBO: -102788.4 tau: 1.351227 beta: 14.91695 diff 0.0003258481 Iteration: 14 ELBO: -102760.7 tau: 1.351003 beta: 16.97661 diff 0.000269147 Iteration: 15 ELBO: -102737.7 tau: 1.350713 beta: 19.1441 diff 0.000223923 Iteration: 16 ELBO: -102718.5 tau: 1.350381 beta: 21.4037 diff 0.0001872352 Iteration: 17 ELBO: -102702.3 tau: 1.350025 beta: 23.73878 diff 0.0001571086 Iteration: 18 ELBO: -102688.8 tau: 1.349657 beta: 26.13231 diff 0.0001321786 Iteration: 19 ELBO: -102677.3 tau: 1.349286 beta: 28.56742 diff 0.0001114498 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103185.9 tau: 1.376609 beta: 1.865607 diff Inf Iteration: 2 ELBO: -102237.9 tau: 1.382894 beta: 2.159196 diff 0.009187348 Iteration: 3 ELBO: -101926.7 tau: 1.391555 beta: 2.585543 diff 0.003044396 Iteration: 4 ELBO: -101731.3 tau: 1.398059 beta: 3.134172 diff 0.001917026 Iteration: 5 ELBO: -101600.1 tau: 1.401557 beta: 3.820977 diff 0.00128986 Iteration: 6 ELBO: -101501 tau: 1.40341 beta: 4.655531 diff 0.0009754501 Iteration: 7 ELBO: -101419.9 tau: 1.404474 beta: 5.643973 diff 0.0007989776 Iteration: 8 ELBO: -101350.5 tau: 1.405149 beta: 6.790518 diff 0.0006837967 Iteration: 9 ELBO: -101290 tau: 1.405606 beta: 8.098003 diff 0.0005968486 Iteration: 10 ELBO: -101236.9 tau: 1.405916 beta: 9.567964 diff 0.0005250028 Iteration: 11 ELBO: -101189.8 tau: 1.406116 beta: 11.19984 diff 0.0004644481 Iteration: 12 ELBO: -101147.9 tau: 1.406243 beta: 12.98965 diff 0.0004142559 Iteration: 13 ELBO: -101110.1 tau: 1.406333 beta: 14.92898 diff 0.0003735453 Iteration: 14 ELBO: -101075.7 tau: 1.406421 beta: 17.00472 diff 0.0003408845 Iteration: 15 ELBO: -101043.9 tau: 1.406532 beta: 19.19969 diff 0.0003145674 Iteration: 16 ELBO: -101014.3 tau: 1.406682 beta: 21.49334 diff 0.0002930823 Iteration: 17 ELBO: -100986.5 tau: 1.406881 beta: 23.86211 diff 0.0002750513 Iteration: 18 ELBO: -100960.3 tau: 1.407132 beta: 26.27988 diff 0.0002588499 Iteration: 19 ELBO: -100935.8 tau: 1.40743 beta: 28.71915 diff 0.0002427802 Iteration: 20 ELBO: -100913 tau: 1.407762 beta: 31.15347 diff 0.0002258975 Iteration: 21 ELBO: -100892 tau: 1.408112 beta: 33.55961 diff 0.0002086354 Iteration: 22 ELBO: -100872.6 tau: 1.408472 beta: 35.9181 diff 0.0001923295 Iteration: 23 ELBO: -100854.6 tau: 1.40884 beta: 38.2126 diff 0.0001780272 Iteration: 24 ELBO: -100837.9 tau: 1.40922 beta: 40.42932 diff 0.0001658227 Iteration: 25 ELBO: -100822.2 tau: 1.409611 beta: 42.55697 diff 0.0001551233 Iteration: 26 ELBO: -100807.6 tau: 1.410007 beta: 44.58622 diff 0.0001453052 Iteration: 27 ELBO: -100793.9 tau: 1.410402 beta: 46.50865 diff 0.000136101 Iteration: 28 ELBO: -100781 tau: 1.410793 beta: 48.31569 diff 0.0001274866 Iteration: 29 ELBO: -100769 tau: 1.411176 beta: 49.99879 diff 0.0001193569 Iteration: 30 ELBO: -100757.8 tau: 1.41155 beta: 51.5508 diff 0.0001113775 Iteration: 31 ELBO: -100747.4 tau: 1.41191 beta: 52.96764 diff 0.0001030726 After 32 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101399.6 tau: 1.440551 beta: 1.839732 diff Inf Iteration: 2 ELBO: -100451.8 tau: 1.447845 beta: 2.114565 diff 0.009346804 Iteration: 3 ELBO: -100144.6 tau: 1.456341 beta: 2.53192 diff 0.003058534 Iteration: 4 ELBO: -99940.74 tau: 1.463148 beta: 3.065326 diff 0.002035303 Iteration: 5 ELBO: -99795.51 tau: 1.467385 beta: 3.723722 diff 0.00145318 Iteration: 6 ELBO: -99684.38 tau: 1.469968 beta: 4.516968 diff 0.001113609 Iteration: 7 ELBO: -99594.36 tau: 1.471605 beta: 5.453931 diff 0.0009029762 Iteration: 8 ELBO: -99518.76 tau: 1.472673 beta: 6.542413 diff 0.0007591142 Iteration: 9 ELBO: -99453.99 tau: 1.473368 beta: 7.788771 diff 0.0006508477 Iteration: 10 ELBO: -99398.02 tau: 1.473794 beta: 9.197182 diff 0.0005628006 Iteration: 11 ELBO: -99349.51 tau: 1.474018 beta: 10.76849 diff 0.0004880049 Iteration: 12 ELBO: -99307.45 tau: 1.474091 beta: 12.49963 diff 0.0004233246 Iteration: 13 ELBO: -99271.02 tau: 1.47405 beta: 14.384 diff 0.000366817 Iteration: 14 ELBO: -99239.54 tau: 1.47392 beta: 16.41211 diff 0.00031715 Iteration: 15 ELBO: -99212.4 tau: 1.47372 beta: 18.57218 diff 0.0002734601 Iteration: 16 ELBO: -99189.07 tau: 1.473465 beta: 20.85054 diff 0.0002351697 Iteration: 17 ELBO: -99169.05 tau: 1.473168 beta: 23.23224 diff 0.0002018419 Iteration: 18 ELBO: -99151.89 tau: 1.472839 beta: 25.70148 diff 0.0001730608 Iteration: 19 ELBO: -99137.18 tau: 1.472488 beta: 28.24228 diff 0.0001483769 Iteration: 20 ELBO: -99124.55 tau: 1.472122 beta: 30.83899 diff 0.0001273294 Iteration: 21 ELBO: -99113.7 tau: 1.471747 beta: 33.47675 diff 0.0001094772 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99824.87 tau: 1.50005 beta: 1.830992 diff Inf Iteration: 2 ELBO: -98870.86 tau: 1.506643 beta: 2.125591 diff 0.009556898 Iteration: 3 ELBO: -98543.35 tau: 1.516233 beta: 2.563869 diff 0.003312476 Iteration: 4 ELBO: -98330.7 tau: 1.523669 beta: 3.134375 diff 0.002157926 Iteration: 5 ELBO: -98180.42 tau: 1.528042 beta: 3.848358 diff 0.001528365 Iteration: 6 ELBO: -98063.53 tau: 1.530748 beta: 4.709234 diff 0.00119049 Iteration: 7 ELBO: -97968.95 tau: 1.532541 beta: 5.717981 diff 0.0009644939 Iteration: 8 ELBO: -97891.76 tau: 1.5337 beta: 6.877409 diff 0.0007879046 Iteration: 9 ELBO: -97828.59 tau: 1.534359 beta: 8.19263 diff 0.0006453186 Iteration: 10 ELBO: -97776.49 tau: 1.534634 beta: 9.668507 diff 0.0005325515 Iteration: 11 ELBO: -97732.99 tau: 1.534638 beta: 11.30725 diff 0.0004449279 Iteration: 12 ELBO: -97696.19 tau: 1.534463 beta: 13.10734 diff 0.0003765159 Iteration: 13 ELBO: -97664.72 tau: 1.534174 beta: 15.06355 diff 0.0003220672 Iteration: 14 ELBO: -97637.6 tau: 1.533817 beta: 17.16734 diff 0.000277737 Iteration: 15 ELBO: -97614.07 tau: 1.53342 beta: 19.40763 diff 0.0002409535 Iteration: 16 ELBO: -97593.57 tau: 1.533001 beta: 21.77146 diff 0.0002100725 Iteration: 17 ELBO: -97575.61 tau: 1.532573 beta: 24.24466 diff 0.0001840389 Iteration: 18 ELBO: -97559.79 tau: 1.532145 beta: 26.81238 diff 0.0001621182 Iteration: 19 ELBO: -97545.77 tau: 1.531724 beta: 29.45952 diff 0.0001437275 Iteration: 20 ELBO: -97533.25 tau: 1.531316 beta: 32.17104 diff 0.0001283562 Iteration: 21 ELBO: -97521.98 tau: 1.530925 beta: 34.93227 diff 0.0001155339 Iteration: 22 ELBO: -97511.76 tau: 1.530556 beta: 37.72906 diff 0.0001048138 After 23 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98255.51 tau: 1.560284 beta: 1.847378 diff Inf Iteration: 2 ELBO: -97325.49 tau: 1.566492 beta: 2.152933 diff 0.00946533 Iteration: 3 ELBO: -97044.04 tau: 1.573351 beta: 2.638417 diff 0.002891872 Iteration: 4 ELBO: -96857.1 tau: 1.578737 beta: 3.286813 diff 0.001926381 Iteration: 5 ELBO: -96712.56 tau: 1.582322 beta: 4.10928 diff 0.001492271 Iteration: 6 ELBO: -96591.66 tau: 1.584889 beta: 5.12058 diff 0.001250114 Iteration: 7 ELBO: -96488.2 tau: 1.586812 beta: 6.335722 diff 0.001071034 Iteration: 8 ELBO: -96399.73 tau: 1.588218 beta: 7.768568 diff 0.0009169564 Iteration: 9 ELBO: -96324.43 tau: 1.589186 beta: 9.430447 diff 0.0007811118 Iteration: 10 ELBO: -96260.55 tau: 1.589789 beta: 11.32986 diff 0.0006631503 Iteration: 11 ELBO: -96206.38 tau: 1.590104 beta: 13.4726 diff 0.0005627953 Iteration: 12 ELBO: -96160.27 tau: 1.590205 beta: 15.85988 diff 0.00047922 Iteration: 13 ELBO: -96120.91 tau: 1.59016 beta: 18.48575 diff 0.0004093048 Iteration: 14 ELBO: -96087.38 tau: 1.590011 beta: 21.33702 diff 0.0003488319 Iteration: 15 ELBO: -96059 tau: 1.589781 beta: 24.39541 diff 0.0002953521 Iteration: 16 ELBO: -96035.13 tau: 1.589485 beta: 27.63911 diff 0.0002485511 Iteration: 17 ELBO: -96015.11 tau: 1.589136 beta: 31.0437 diff 0.0002084998 Iteration: 18 ELBO: -95998.33 tau: 1.588748 beta: 34.58338 diff 0.0001747488 Iteration: 19 ELBO: -95984.26 tau: 1.588334 beta: 38.23239 diff 0.000146556 Iteration: 20 ELBO: -95972.44 tau: 1.587902 beta: 41.96629 diff 0.0001231484 Iteration: 21 ELBO: -95962.48 tau: 1.587461 beta: 45.76269 diff 0.0001037961 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96858.11 tau: 1.614738 beta: 1.901233 diff Inf Iteration: 2 ELBO: -95950.08 tau: 1.619437 beta: 2.2656 diff 0.009374847 Iteration: 3 ELBO: -95669.57 tau: 1.626335 beta: 2.820254 diff 0.002923497 Iteration: 4 ELBO: -95485.77 tau: 1.631715 beta: 3.553805 diff 0.001921184 Iteration: 5 ELBO: -95347.55 tau: 1.634959 beta: 4.485668 diff 0.001447599 Iteration: 6 ELBO: -95233.43 tau: 1.637074 beta: 5.636625 diff 0.00119688 Iteration: 7 ELBO: -95135.51 tau: 1.638637 beta: 7.023697 diff 0.001028213 Iteration: 8 ELBO: -95050.59 tau: 1.639877 beta: 8.657875 diff 0.0008925701 Iteration: 9 ELBO: -94977.09 tau: 1.640878 beta: 10.54257 diff 0.0007733408 Iteration: 10 ELBO: -94913.88 tau: 1.641669 beta: 12.67373 diff 0.0006654609 Iteration: 11 ELBO: -94860.01 tau: 1.642259 beta: 15.04126 diff 0.0005675755 Iteration: 12 ELBO: -94814.49 tau: 1.642654 beta: 17.63031 diff 0.0004798415 Iteration: 13 ELBO: -94776.27 tau: 1.642867 beta: 20.42201 diff 0.0004031384 Iteration: 14 ELBO: -94744.24 tau: 1.642921 beta: 23.39391 diff 0.0003379805 Iteration: 15 ELBO: -94717.35 tau: 1.642849 beta: 26.52031 diff 0.0002837422 Iteration: 16 ELBO: -94694.73 tau: 1.642682 beta: 29.77344 diff 0.0002388268 Iteration: 17 ELBO: -94675.66 tau: 1.642445 beta: 33.12504 diff 0.0002014319 Iteration: 18 ELBO: -94659.56 tau: 1.642158 beta: 36.54805 diff 0.0001700885 Iteration: 19 ELBO: -94645.95 tau: 1.641834 beta: 40.01779 diff 0.0001437554 Iteration: 20 ELBO: -94634.43 tau: 1.641483 beta: 43.51259 diff 0.0001216916 Iteration: 21 ELBO: -94624.65 tau: 1.641114 beta: 47.01397 diff 0.0001033096 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95554.01 tau: 1.668613 beta: 1.895322 diff Inf Iteration: 2 ELBO: -94636.47 tau: 1.673592 beta: 2.26038 diff 0.009602262 Iteration: 3 ELBO: -94347.76 tau: 1.681387 beta: 2.817774 diff 0.003050756 Iteration: 4 ELBO: -94159.39 tau: 1.687478 beta: 3.556779 diff 0.001996591 Iteration: 5 ELBO: -94019.55 tau: 1.691074 beta: 4.49705 diff 0.001485092 Iteration: 6 ELBO: -93906.26 tau: 1.693229 beta: 5.662042 diff 0.001205029 Iteration: 7 ELBO: -93811.13 tau: 1.694593 beta: 7.074068 diff 0.001013013 Iteration: 8 ELBO: -93730.24 tau: 1.69547 beta: 8.75261 diff 0.0008622536 Iteration: 9 ELBO: -93661.14 tau: 1.696013 beta: 10.71284 diff 0.0007371538 Iteration: 10 ELBO: -93602.03 tau: 1.696312 beta: 12.96394 diff 0.000631202 Iteration: 11 ELBO: -93551.42 tau: 1.696426 beta: 15.50787 diff 0.0005405951 Iteration: 12 ELBO: -93508.14 tau: 1.696396 beta: 18.33923 diff 0.000462676 Iteration: 13 ELBO: -93471.16 tau: 1.696251 beta: 21.446 diff 0.000395508 Iteration: 14 ELBO: -93439.6 tau: 1.696013 beta: 24.81088 diff 0.0003376132 Iteration: 15 ELBO: -93412.71 tau: 1.695698 beta: 28.41273 diff 0.0002878055 Iteration: 16 ELBO: -93389.81 tau: 1.695322 beta: 32.22782 diff 0.000245094 Iteration: 17 ELBO: -93370.33 tau: 1.694899 beta: 36.23078 diff 0.0002086242 Iteration: 18 ELBO: -93353.74 tau: 1.69444 beta: 40.3955 diff 0.0001776412 Iteration: 19 ELBO: -93339.6 tau: 1.693955 beta: 44.69592 diff 0.0001514631 Iteration: 20 ELBO: -93327.52 tau: 1.693456 beta: 49.10669 diff 0.0001294601 Iteration: 21 ELBO: -93317.16 tau: 1.692949 beta: 53.60388 diff 0.0001110431 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94319.05 tau: 1.722414 beta: 1.91812 diff Inf Iteration: 2 ELBO: -93396.04 tau: 1.729174 beta: 2.260423 diff 0.009786031 Iteration: 3 ELBO: -93107.5 tau: 1.737165 beta: 2.791922 diff 0.003089509 Iteration: 4 ELBO: -92916.09 tau: 1.743394 beta: 3.486297 diff 0.002055714 Iteration: 5 ELBO: -92774.49 tau: 1.747126 beta: 4.357332 diff 0.001523957 Iteration: 6 ELBO: -92662.52 tau: 1.749238 beta: 5.428985 diff 0.001206951 Iteration: 7 ELBO: -92570.57 tau: 1.750415 beta: 6.72556 diff 0.0009922767 Iteration: 8 ELBO: -92493.7 tau: 1.751029 beta: 8.267922 diff 0.0008303814 Iteration: 9 ELBO: -92428.9 tau: 1.751275 beta: 10.07164 diff 0.0007006077 Iteration: 10 ELBO: -92374.04 tau: 1.751268 beta: 12.14579 diff 0.0005935311 Iteration: 11 ELBO: -92327.52 tau: 1.751081 beta: 14.49254 diff 0.0005035969 Iteration: 12 ELBO: -92288.08 tau: 1.750761 beta: 17.10734 diff 0.0004271983 Iteration: 13 ELBO: -92254.67 tau: 1.750343 beta: 19.97954 diff 0.0003620026 Iteration: 14 ELBO: -92226.4 tau: 1.749851 beta: 23.0933 diff 0.0003064344 Iteration: 15 ELBO: -92202.49 tau: 1.749306 beta: 26.42868 diff 0.0002592967 Iteration: 16 ELBO: -92182.25 tau: 1.748724 beta: 29.96283 diff 0.0002195454 Iteration: 17 ELBO: -92165.08 tau: 1.748119 beta: 33.6711 diff 0.0001861933 Iteration: 18 ELBO: -92150.49 tau: 1.747503 beta: 37.52808 diff 0.0001583 Iteration: 19 ELBO: -92138.05 tau: 1.746885 beta: 41.50838 diff 0.0001349974 Iteration: 20 ELBO: -92127.41 tau: 1.746273 beta: 45.58738 diff 0.0001155158 After 21 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93115.49 tau: 1.777221 beta: 1.845509 diff Inf Iteration: 2 ELBO: -92221.48 tau: 1.781651 beta: 2.176288 diff 0.009601115 Iteration: 3 ELBO: -91953.21 tau: 1.787036 beta: 2.718546 diff 0.002908941 Iteration: 4 ELBO: -91774.49 tau: 1.791425 beta: 3.460219 diff 0.001943559 Iteration: 5 ELBO: -91636.93 tau: 1.794157 beta: 4.420593 diff 0.001498905 Iteration: 6 ELBO: -91523.24 tau: 1.79588 beta: 5.625416 diff 0.001240719 Iteration: 7 ELBO: -91426.64 tau: 1.796993 beta: 7.102413 diff 0.001055417 Iteration: 8 ELBO: -91343.76 tau: 1.797691 beta: 8.878935 diff 0.0009065426 Iteration: 9 ELBO: -91272.4 tau: 1.798086 beta: 10.97922 diff 0.0007812704 Iteration: 10 ELBO: -91210.86 tau: 1.798259 beta: 13.42168 diff 0.0006741724 Iteration: 11 ELBO: -91157.74 tau: 1.798272 beta: 16.21676 diff 0.0005824068 Iteration: 12 ELBO: -91111.83 tau: 1.798176 beta: 19.36521 diff 0.0005036638 Iteration: 13 ELBO: -91072.16 tau: 1.798006 beta: 22.85758 diff 0.0004353626 Iteration: 14 ELBO: -91037.99 tau: 1.797776 beta: 26.67667 diff 0.0003752203 Iteration: 15 ELBO: -91008.63 tau: 1.797487 beta: 30.80197 diff 0.0003224857 Iteration: 16 ELBO: -90983.39 tau: 1.79714 beta: 35.21221 diff 0.0002773594 Iteration: 17 ELBO: -90961.6 tau: 1.796746 beta: 39.88541 diff 0.0002394328 Iteration: 18 ELBO: -90942.71 tau: 1.796319 beta: 44.79856 diff 0.0002076667 Iteration: 19 ELBO: -90926.26 tau: 1.795871 beta: 49.92769 diff 0.0001809534 Iteration: 20 ELBO: -90911.86 tau: 1.795412 beta: 55.24829 diff 0.0001583296 Iteration: 21 ELBO: -90899.22 tau: 1.794951 beta: 60.73577 diff 0.000139003 Iteration: 22 ELBO: -90888.1 tau: 1.794491 beta: 66.36597 diff 0.0001223462 Iteration: 23 ELBO: -90878.3 tau: 1.794035 beta: 72.11574 diff 0.0001078812 After 24 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.810905 [SoftImpute] Iter 1: observed MAE=0.006665 rank=943 [SoftImpute] Iter 2: observed MAE=0.006574 rank=943 [SoftImpute] Iter 3: observed MAE=0.006575 rank=943 [SoftImpute] Iter 4: observed MAE=0.006575 rank=943 [SoftImpute] Iter 5: observed MAE=0.006576 rank=943 [SoftImpute] Iter 6: observed MAE=0.006576 rank=943 [SoftImpute] Iter 7: observed MAE=0.006577 rank=942 [SoftImpute] Iter 8: observed MAE=0.006577 rank=941 [SoftImpute] Iter 9: observed MAE=0.006577 rank=940 [SoftImpute] Iter 10: observed MAE=0.006577 rank=938 [SoftImpute] Iter 11: observed MAE=0.006577 rank=935 [SoftImpute] Iter 12: observed MAE=0.006577 rank=934 [SoftImpute] Iter 13: observed MAE=0.006577 rank=932 [SoftImpute] Iter 14: observed MAE=0.006576 rank=932 [SoftImpute] Iter 15: observed MAE=0.006576 rank=930 [SoftImpute] Iter 16: observed MAE=0.006576 rank=929 [SoftImpute] Iter 17: observed MAE=0.006576 rank=926 [SoftImpute] Iter 18: observed MAE=0.006575 rank=923 [SoftImpute] Iter 19: observed MAE=0.006575 rank=921 [SoftImpute] Iter 20: observed MAE=0.006574 rank=919 [SoftImpute] Iter 21: observed MAE=0.006574 rank=917 [SoftImpute] Iter 22: observed MAE=0.006573 rank=914 [SoftImpute] Iter 23: observed MAE=0.006572 rank=912 [SoftImpute] Iter 24: observed MAE=0.006572 rank=909 [SoftImpute] Iter 25: observed MAE=0.006571 rank=907 [SoftImpute] Iter 26: observed MAE=0.006570 rank=905 [SoftImpute] Iter 27: observed MAE=0.006569 rank=903 [SoftImpute] Iter 28: observed MAE=0.006569 rank=901 [SoftImpute] Iter 29: observed MAE=0.006568 rank=899 [SoftImpute] Iter 30: observed MAE=0.006567 rank=897 [SoftImpute] Iter 31: observed MAE=0.006566 rank=896 [SoftImpute] Iter 32: observed MAE=0.006566 rank=894 [SoftImpute] Iter 33: observed MAE=0.006565 rank=892 [SoftImpute] Iter 34: observed MAE=0.006564 rank=889 [SoftImpute] Iter 35: observed MAE=0.006563 rank=888 [SoftImpute] Iter 36: observed MAE=0.006562 rank=887 [SoftImpute] Iter 37: observed MAE=0.006561 rank=883 [SoftImpute] Iter 38: observed MAE=0.006560 rank=881 [SoftImpute] Iter 39: observed MAE=0.006559 rank=879 [SoftImpute] Iter 40: observed MAE=0.006558 rank=878 [SoftImpute] Iter 41: observed MAE=0.006557 rank=875 [SoftImpute] Iter 42: observed MAE=0.006556 rank=874 [SoftImpute] Iter 43: observed MAE=0.006555 rank=872 [SoftImpute] Iter 44: observed MAE=0.006554 rank=870 [SoftImpute] Iter 45: observed MAE=0.006553 rank=869 [SoftImpute] Iter 46: observed MAE=0.006551 rank=866 [SoftImpute] Iter 47: observed MAE=0.006550 rank=864 [SoftImpute] Iter 48: observed MAE=0.006549 rank=862 [SoftImpute] Iter 49: observed MAE=0.006548 rank=861 [SoftImpute] Iter 50: observed MAE=0.006546 rank=858 [SoftImpute] Iter 51: observed MAE=0.006545 rank=856 [SoftImpute] Iter 52: observed MAE=0.006544 rank=853 [SoftImpute] Iter 53: observed MAE=0.006542 rank=852 [SoftImpute] Iter 54: observed MAE=0.006541 rank=850 [SoftImpute] Iter 55: observed MAE=0.006540 rank=848 [SoftImpute] Iter 56: observed MAE=0.006538 rank=846 [SoftImpute] Iter 57: observed MAE=0.006537 rank=845 [SoftImpute] Iter 58: observed MAE=0.006536 rank=844 [SoftImpute] Iter 59: observed MAE=0.006535 rank=842 [SoftImpute] Iter 60: observed MAE=0.006533 rank=839 [SoftImpute] Iter 61: observed MAE=0.006531 rank=837 [SoftImpute] Iter 62: observed MAE=0.006530 rank=835 [SoftImpute] Iter 63: observed MAE=0.006529 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1451 missing, elapsed time: 4.075 Imputing row 101/943 with 1629 missing, elapsed time: 5.566 Imputing row 201/943 with 1368 missing, elapsed time: 7.105 Imputing row 301/943 with 1467 missing, elapsed time: 8.582 Imputing row 401/943 with 1548 missing, elapsed time: 10.056 Imputing row 501/943 with 1627 missing, elapsed time: 11.533 Imputing row 601/943 with 1554 missing, elapsed time: 13.028 Imputing row 701/943 with 1657 missing, elapsed time: 14.526 Imputing row 801/943 with 1661 missing, elapsed time: 16.027 Imputing row 901/943 with 1579 missing, elapsed time: 17.515 [KNN] Warning: 40916/1586126 still missing after imputation, replacing with 0 ########### perturbation 11 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216841.9 tau: 0.08548981 beta: 0.06945579 diff Inf Iteration: 2 ELBO: -131170 tau: 0.6961283 beta: 0.1101752 diff 0.3950892 Iteration: 3 ELBO: -115033.2 tau: 1.088656 beta: 0.4284316 diff 0.1230222 Iteration: 4 ELBO: -113178.4 tau: 1.146843 beta: 0.8792471 diff 0.016124 Iteration: 5 ELBO: -112778.8 tau: 1.156469 beta: 1.180941 diff 0.00353057 Iteration: 6 ELBO: -112692.7 tau: 1.157735 beta: 1.350149 diff 0.0007638404 Iteration: 7 ELBO: -112674.3 tau: 1.157609 beta: 1.43954 diff 0.0001631831 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108742.8 tau: 1.196849 beta: 1.87137 diff Inf Iteration: 2 ELBO: -107815 tau: 1.202586 beta: 2.142802 diff 0.008531924 Iteration: 3 ELBO: -107418.5 tau: 1.212916 beta: 2.514343 diff 0.003677466 Iteration: 4 ELBO: -106929 tau: 1.230064 beta: 2.906706 diff 0.004556636 Iteration: 5 ELBO: -106362.4 tau: 1.251192 beta: 3.362913 diff 0.005299549 Iteration: 6 ELBO: -106018.5 tau: 1.264052 beta: 3.937614 diff 0.003232792 Iteration: 7 ELBO: -105866 tau: 1.268952 beta: 4.597839 diff 0.001438249 Iteration: 8 ELBO: -105788.3 tau: 1.270584 beta: 5.315908 diff 0.0007342646 Iteration: 9 ELBO: -105737.5 tau: 1.271109 beta: 6.08343 diff 0.0004799178 Iteration: 10 ELBO: -105698.6 tau: 1.271248 beta: 6.899219 diff 0.0003685199 Iteration: 11 ELBO: -105666.3 tau: 1.27124 beta: 7.761785 diff 0.0003056481 Iteration: 12 ELBO: -105638.6 tau: 1.271174 beta: 8.667289 diff 0.0002619135 Iteration: 13 ELBO: -105614.6 tau: 1.271084 beta: 9.609669 diff 0.0002270099 Iteration: 14 ELBO: -105593.8 tau: 1.270983 beta: 10.58143 diff 0.000196816 Iteration: 15 ELBO: -105575.9 tau: 1.270874 beta: 11.57447 diff 0.0001697045 Iteration: 16 ELBO: -105560.6 tau: 1.270758 beta: 12.58058 diff 0.0001452299 Iteration: 17 ELBO: -105547.5 tau: 1.270633 beta: 13.59159 diff 0.0001233942 Iteration: 18 ELBO: -105536.5 tau: 1.270502 beta: 14.59947 diff 0.0001042173 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105414 tau: 1.301711 beta: 1.860018 diff Inf Iteration: 2 ELBO: -104439.5 tau: 1.308559 beta: 2.144532 diff 0.009244213 Iteration: 3 ELBO: -104082.3 tau: 1.318749 beta: 2.55799 diff 0.003420308 Iteration: 4 ELBO: -103821.1 tau: 1.327928 beta: 3.088815 diff 0.002509349 Iteration: 5 ELBO: -103632.9 tau: 1.333922 beta: 3.762115 diff 0.001812769 Iteration: 6 ELBO: -103488.2 tau: 1.337777 beta: 4.592096 diff 0.001395998 Iteration: 7 ELBO: -103372.2 tau: 1.340381 beta: 5.584442 diff 0.001121348 Iteration: 8 ELBO: -103278.5 tau: 1.342134 beta: 6.738795 diff 0.0009065143 Iteration: 9 ELBO: -103203.9 tau: 1.343219 beta: 8.051318 diff 0.0007218739 Iteration: 10 ELBO: -103145.3 tau: 1.34377 beta: 9.518565 diff 0.0005681685 Iteration: 11 ELBO: -103098.6 tau: 1.343954 beta: 11.13569 diff 0.0004529432 Iteration: 12 ELBO: -103060.5 tau: 1.343915 beta: 12.89486 diff 0.0003689366 Iteration: 13 ELBO: -103029 tau: 1.343745 beta: 14.78519 diff 0.0003056973 Iteration: 14 ELBO: -103002.7 tau: 1.343499 beta: 16.79308 diff 0.0002560522 Iteration: 15 ELBO: -102980.4 tau: 1.343209 beta: 18.90266 diff 0.0002157449 Iteration: 16 ELBO: -102961.7 tau: 1.342895 beta: 21.09617 diff 0.0001822338 Iteration: 17 ELBO: -102945.8 tau: 1.342569 beta: 23.35462 diff 0.0001539116 Iteration: 18 ELBO: -102932.5 tau: 1.342237 beta: 25.65857 diff 0.0001297316 Iteration: 19 ELBO: -102921.2 tau: 1.341905 beta: 27.98898 diff 0.0001090217 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103392 tau: 1.369123 beta: 1.883867 diff Inf Iteration: 2 ELBO: -102442.9 tau: 1.375227 beta: 2.200344 diff 0.009179513 Iteration: 3 ELBO: -102120.7 tau: 1.384315 beta: 2.656594 diff 0.003145555 Iteration: 4 ELBO: -101904.8 tau: 1.391859 beta: 3.228878 diff 0.002114461 Iteration: 5 ELBO: -101753.2 tau: 1.396491 beta: 3.925397 diff 0.001487802 Iteration: 6 ELBO: -101639.6 tau: 1.39921 beta: 4.75682 diff 0.001116459 Iteration: 7 ELBO: -101550.8 tau: 1.400775 beta: 5.732718 diff 0.0008736381 Iteration: 8 ELBO: -101478.8 tau: 1.40165 beta: 6.859842 diff 0.000708663 Iteration: 9 ELBO: -101418.9 tau: 1.40211 beta: 8.142113 diff 0.0005904816 Iteration: 10 ELBO: -101368.1 tau: 1.402316 beta: 9.580604 diff 0.0005005041 Iteration: 11 ELBO: -101324.7 tau: 1.402355 beta: 11.17368 diff 0.0004284587 Iteration: 12 ELBO: -101287.3 tau: 1.402279 beta: 12.91725 diff 0.0003685445 Iteration: 13 ELBO: -101255.2 tau: 1.402116 beta: 14.80466 diff 0.0003174928 Iteration: 14 ELBO: -101227.5 tau: 1.401886 beta: 16.82635 diff 0.0002735355 Iteration: 15 ELBO: -101203.6 tau: 1.401606 beta: 18.96958 diff 0.0002356647 Iteration: 16 ELBO: -101183.1 tau: 1.401289 beta: 21.21882 diff 0.0002031385 Iteration: 17 ELBO: -101165.3 tau: 1.400949 beta: 23.55675 diff 0.0001753053 Iteration: 18 ELBO: -101150 tau: 1.400595 beta: 25.96545 diff 0.0001516124 Iteration: 19 ELBO: -101136.7 tau: 1.400234 beta: 28.42736 diff 0.0001316044 Iteration: 20 ELBO: -101125.1 tau: 1.399874 beta: 30.92598 diff 0.0001148669 Iteration: 21 ELBO: -101114.9 tau: 1.399519 beta: 33.44627 diff 0.0001009744 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101779.4 tau: 1.426254 beta: 1.865656 diff Inf Iteration: 2 ELBO: -100821.5 tau: 1.434191 beta: 2.160215 diff 0.009411838 Iteration: 3 ELBO: -100504.2 tau: 1.443514 beta: 2.605438 diff 0.003146349 Iteration: 4 ELBO: -100296.5 tau: 1.450468 beta: 3.194023 diff 0.002067368 Iteration: 5 ELBO: -100147.6 tau: 1.454594 beta: 3.933061 diff 0.001484125 Iteration: 6 ELBO: -100031 tau: 1.457073 beta: 4.828106 diff 0.001163875 Iteration: 7 ELBO: -99934.25 tau: 1.458664 beta: 5.88538 diff 0.000967709 Iteration: 8 ELBO: -99850.92 tau: 1.459774 beta: 7.109361 diff 0.0008338298 Iteration: 9 ELBO: -99777.44 tau: 1.460641 beta: 8.499647 diff 0.0007358998 Iteration: 10 ELBO: -99711.37 tau: 1.461416 beta: 10.04923 diff 0.0006621666 Iteration: 11 ELBO: -99650.99 tau: 1.462198 beta: 11.74471 diff 0.0006055621 Iteration: 12 ELBO: -99595.39 tau: 1.463037 beta: 13.56828 diff 0.0005578733 Iteration: 13 ELBO: -99544.77 tau: 1.463915 beta: 15.50048 diff 0.0005082831 Iteration: 14 ELBO: -99500.14 tau: 1.464751 beta: 17.52267 diff 0.0004483096 Iteration: 15 ELBO: -99462.46 tau: 1.46545 beta: 19.61756 diff 0.0003787346 Iteration: 16 ELBO: -99431.86 tau: 1.465952 beta: 21.76839 diff 0.0003076025 Iteration: 17 ELBO: -99407.7 tau: 1.466248 beta: 23.95843 diff 0.0002430286 Iteration: 18 ELBO: -99388.86 tau: 1.466364 beta: 26.17125 diff 0.0001895535 Iteration: 19 ELBO: -99374.15 tau: 1.466341 beta: 28.39102 diff 0.0001479395 Iteration: 20 ELBO: -99362.57 tau: 1.466221 beta: 30.60275 diff 0.0001165393 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99922.42 tau: 1.496279 beta: 1.833788 diff Inf Iteration: 2 ELBO: -98974.69 tau: 1.502468 beta: 2.138879 diff 0.009484661 Iteration: 3 ELBO: -98661.99 tau: 1.51102 beta: 2.608971 diff 0.003159319 Iteration: 4 ELBO: -98466.83 tau: 1.517048 beta: 3.23781 diff 0.001978062 Iteration: 5 ELBO: -98328.64 tau: 1.520275 beta: 4.038159 diff 0.001403481 Iteration: 6 ELBO: -98219.6 tau: 1.522092 beta: 5.022841 diff 0.001108884 Iteration: 7 ELBO: -98129.35 tau: 1.523198 beta: 6.203837 diff 0.000918908 Iteration: 8 ELBO: -98053.18 tau: 1.523881 beta: 7.591338 diff 0.0007761828 Iteration: 9 ELBO: -97988.36 tau: 1.524279 beta: 9.192012 diff 0.0006610713 Iteration: 10 ELBO: -97933.03 tau: 1.524473 beta: 11.00746 diff 0.0005646718 Iteration: 11 ELBO: -97885.82 tau: 1.524514 beta: 13.03369 diff 0.0004820757 Iteration: 12 ELBO: -97845.61 tau: 1.524435 beta: 15.2615 diff 0.0004107828 Iteration: 13 ELBO: -97811.41 tau: 1.524261 beta: 17.67734 diff 0.0003494958 Iteration: 14 ELBO: -97782.34 tau: 1.524011 beta: 20.26435 diff 0.0002971983 Iteration: 15 ELBO: -97757.61 tau: 1.523703 beta: 23.00375 diff 0.0002529079 Iteration: 16 ELBO: -97736.52 tau: 1.523351 beta: 25.87626 diff 0.0002157425 Iteration: 17 ELBO: -97718.45 tau: 1.522968 beta: 28.86338 diff 0.0001849249 Iteration: 18 ELBO: -97702.84 tau: 1.522565 beta: 31.94825 diff 0.0001597093 Iteration: 19 ELBO: -97689.23 tau: 1.522152 beta: 35.11597 diff 0.0001393251 Iteration: 20 ELBO: -97677.22 tau: 1.521739 beta: 38.35349 diff 0.0001229844 Iteration: 21 ELBO: -97666.48 tau: 1.521333 beta: 41.64943 diff 0.0001099296 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98529.42 tau: 1.549544 beta: 1.845794 diff Inf Iteration: 2 ELBO: -97610.81 tau: 1.555733 beta: 2.154651 diff 0.00932321 Iteration: 3 ELBO: -97328.53 tau: 1.562662 beta: 2.631016 diff 0.002891919 Iteration: 4 ELBO: -97135.47 tau: 1.568581 beta: 3.244337 diff 0.001983518 Iteration: 5 ELBO: -96988.54 tau: 1.572643 beta: 4.000709 diff 0.001512675 Iteration: 6 ELBO: -96871.56 tau: 1.575372 beta: 4.913226 diff 0.001206141 Iteration: 7 ELBO: -96777.38 tau: 1.577128 beta: 5.996228 diff 0.0009721763 Iteration: 8 ELBO: -96700.81 tau: 1.57817 beta: 7.261253 diff 0.0007911769 Iteration: 9 ELBO: -96637.71 tau: 1.578715 beta: 8.714752 diff 0.0006525143 Iteration: 10 ELBO: -96585.06 tau: 1.578925 beta: 10.35805 diff 0.0005448433 Iteration: 11 ELBO: -96540.73 tau: 1.578909 beta: 12.18816 diff 0.0004590408 Iteration: 12 ELBO: -96503.17 tau: 1.578738 beta: 14.19848 diff 0.000388984 Iteration: 13 ELBO: -96471.24 tau: 1.578459 beta: 16.37914 diff 0.0003308564 Iteration: 14 ELBO: -96444.02 tau: 1.578105 beta: 18.71753 diff 0.000282245 Iteration: 15 ELBO: -96420.72 tau: 1.577701 beta: 21.19883 diff 0.000241505 Iteration: 16 ELBO: -96400.73 tau: 1.577264 beta: 23.80675 diff 0.0002073845 Iteration: 17 ELBO: -96383.49 tau: 1.57681 beta: 26.52433 diff 0.0001788375 Iteration: 18 ELBO: -96368.55 tau: 1.576349 beta: 29.33467 diff 0.0001549544 Iteration: 19 ELBO: -96355.55 tau: 1.575887 beta: 32.22151 diff 0.0001349432 Iteration: 20 ELBO: -96344.17 tau: 1.57543 beta: 35.1697 diff 0.000118126 Iteration: 21 ELBO: -96334.15 tau: 1.574981 beta: 38.16548 diff 0.0001039333 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97157.67 tau: 1.602577 beta: 1.899836 diff Inf Iteration: 2 ELBO: -96253.07 tau: 1.606946 beta: 2.26036 diff 0.009310699 Iteration: 3 ELBO: -95961.97 tau: 1.61422 beta: 2.806949 diff 0.003024321 Iteration: 4 ELBO: -95762.72 tau: 1.620532 beta: 3.526658 diff 0.002076314 Iteration: 5 ELBO: -95616.83 tau: 1.624405 beta: 4.440843 diff 0.001523454 Iteration: 6 ELBO: -95502.32 tau: 1.626649 beta: 5.570892 diff 0.001197646 Iteration: 7 ELBO: -95407.66 tau: 1.62803 beta: 6.933736 diff 0.0009911815 Iteration: 8 ELBO: -95327.32 tau: 1.628943 beta: 8.542866 diff 0.0008420307 Iteration: 9 ELBO: -95258.35 tau: 1.629572 beta: 10.40788 diff 0.0007234858 Iteration: 10 ELBO: -95198.9 tau: 1.630005 beta: 12.53264 diff 0.0006241293 Iteration: 11 ELBO: -95147.67 tau: 1.630293 beta: 14.91374 diff 0.0005381327 Iteration: 12 ELBO: -95103.69 tau: 1.630462 beta: 17.54045 diff 0.0004621601 Iteration: 13 ELBO: -95066.14 tau: 1.630526 beta: 20.39619 diff 0.0003948679 Iteration: 14 ELBO: -95034.16 tau: 1.630497 beta: 23.46083 diff 0.0003364467 Iteration: 15 ELBO: -95006.84 tau: 1.630392 beta: 26.71294 diff 0.0002874754 Iteration: 16 ELBO: -94983.29 tau: 1.63023 beta: 30.13156 diff 0.0002478864 Iteration: 17 ELBO: -94962.7 tau: 1.630033 beta: 33.69759 diff 0.0002167768 Iteration: 18 ELBO: -94944.39 tau: 1.629819 beta: 37.39477 diff 0.0001927667 Iteration: 19 ELBO: -94927.83 tau: 1.629603 beta: 41.21036 diff 0.0001743678 Iteration: 20 ELBO: -94912.63 tau: 1.629392 beta: 45.1351 diff 0.0001601765 Iteration: 21 ELBO: -94898.49 tau: 1.629194 beta: 49.16264 diff 0.0001489439 Iteration: 22 ELBO: -94885.25 tau: 1.62901 beta: 53.28859 diff 0.0001395998 Iteration: 23 ELBO: -94872.79 tau: 1.628839 beta: 57.50917 diff 0.0001312721 Iteration: 24 ELBO: -94861.09 tau: 1.628679 beta: 61.81989 diff 0.0001233096 Iteration: 25 ELBO: -94850.15 tau: 1.628524 beta: 66.21425 diff 0.0001152958 Iteration: 26 ELBO: -94840 tau: 1.628371 beta: 70.68276 diff 0.0001070365 After 27 iteration ends!
R[write to console]: Factor 8 zeroed out!
[SoftImpute] Max Singular Value of X_init = 515.005989 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006571 rank=943 [SoftImpute] Iter 3: observed MAE=0.006571 rank=943 [SoftImpute] Iter 4: observed MAE=0.006572 rank=943 [SoftImpute] Iter 5: observed MAE=0.006572 rank=943 [SoftImpute] Iter 6: observed MAE=0.006573 rank=943 [SoftImpute] Iter 7: observed MAE=0.006573 rank=942 [SoftImpute] Iter 8: observed MAE=0.006573 rank=941 [SoftImpute] Iter 9: observed MAE=0.006573 rank=940 [SoftImpute] Iter 10: observed MAE=0.006573 rank=938 [SoftImpute] Iter 11: observed MAE=0.006573 rank=937 [SoftImpute] Iter 12: observed MAE=0.006573 rank=934 [SoftImpute] Iter 13: observed MAE=0.006573 rank=934 [SoftImpute] Iter 14: observed MAE=0.006573 rank=932 [SoftImpute] Iter 15: observed MAE=0.006573 rank=930 [SoftImpute] Iter 16: observed MAE=0.006573 rank=929 [SoftImpute] Iter 17: observed MAE=0.006572 rank=925 [SoftImpute] Iter 18: observed MAE=0.006572 rank=924 [SoftImpute] Iter 19: observed MAE=0.006571 rank=922 [SoftImpute] Iter 20: observed MAE=0.006571 rank=920 [SoftImpute] Iter 21: observed MAE=0.006570 rank=919 [SoftImpute] Iter 22: observed MAE=0.006570 rank=915 [SoftImpute] Iter 23: observed MAE=0.006569 rank=913 [SoftImpute] Iter 24: observed MAE=0.006568 rank=911 [SoftImpute] Iter 25: observed MAE=0.006568 rank=909 [SoftImpute] Iter 26: observed MAE=0.006567 rank=906 [SoftImpute] Iter 27: observed MAE=0.006566 rank=905 [SoftImpute] Iter 28: observed MAE=0.006565 rank=904 [SoftImpute] Iter 29: observed MAE=0.006565 rank=902 [SoftImpute] Iter 30: observed MAE=0.006564 rank=899 [SoftImpute] Iter 31: observed MAE=0.006563 rank=896 [SoftImpute] Iter 32: observed MAE=0.006562 rank=895 [SoftImpute] Iter 33: observed MAE=0.006561 rank=893 [SoftImpute] Iter 34: observed MAE=0.006560 rank=891 [SoftImpute] Iter 35: observed MAE=0.006559 rank=889 [SoftImpute] Iter 36: observed MAE=0.006558 rank=886 [SoftImpute] Iter 37: observed MAE=0.006557 rank=885 [SoftImpute] Iter 38: observed MAE=0.006556 rank=882 [SoftImpute] Iter 39: observed MAE=0.006555 rank=881 [SoftImpute] Iter 40: observed MAE=0.006554 rank=878 [SoftImpute] Iter 41: observed MAE=0.006553 rank=876 [SoftImpute] Iter 42: observed MAE=0.006552 rank=874 [SoftImpute] Iter 43: observed MAE=0.006551 rank=873 [SoftImpute] Iter 44: observed MAE=0.006550 rank=871 [SoftImpute] Iter 45: observed MAE=0.006548 rank=869 [SoftImpute] Iter 46: observed MAE=0.006547 rank=867 [SoftImpute] Iter 47: observed MAE=0.006546 rank=865 [SoftImpute] Iter 48: observed MAE=0.006545 rank=863 [SoftImpute] Iter 49: observed MAE=0.006544 rank=862 [SoftImpute] Iter 50: observed MAE=0.006543 rank=860 [SoftImpute] Iter 51: observed MAE=0.006541 rank=859 [SoftImpute] Iter 52: observed MAE=0.006541 rank=856 [SoftImpute] Iter 53: observed MAE=0.006539 rank=854 [SoftImpute] Iter 54: observed MAE=0.006538 rank=852 [SoftImpute] Iter 55: observed MAE=0.006536 rank=851 [SoftImpute] Iter 56: observed MAE=0.006535 rank=850 [SoftImpute] Iter 57: observed MAE=0.006534 rank=848 [SoftImpute] Iter 58: observed MAE=0.006533 rank=845 [SoftImpute] Iter 59: observed MAE=0.006531 rank=844 [SoftImpute] Iter 60: observed MAE=0.006530 rank=842 [SoftImpute] Iter 61: observed MAE=0.006528 rank=839 [SoftImpute] Iter 62: observed MAE=0.006527 rank=838 [SoftImpute] Iter 63: observed MAE=0.006525 rank=836 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1460 missing, elapsed time: 4.056 Imputing row 101/943 with 1628 missing, elapsed time: 5.555 Imputing row 201/943 with 1380 missing, elapsed time: 7.060 Imputing row 301/943 with 1460 missing, elapsed time: 8.568 Imputing row 401/943 with 1559 missing, elapsed time: 10.052 Imputing row 501/943 with 1626 missing, elapsed time: 11.540 Imputing row 601/943 with 1565 missing, elapsed time: 13.049 Imputing row 701/943 with 1658 missing, elapsed time: 14.550 Imputing row 801/943 with 1661 missing, elapsed time: 16.056 Imputing row 901/943 with 1581 missing, elapsed time: 17.549 [KNN] Warning: 28953/1586126 still missing after imputation, replacing with 0 ########### perturbation 12 start ############ Preprocessing data... 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took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215127.9 tau: 0.08956961 beta: 0.05648091 diff Inf Iteration: 2 ELBO: -130378.1 tau: 0.711935 beta: 0.09587931 diff 0.3939508 Iteration: 3 ELBO: -115076.5 tau: 1.089377 beta: 0.3653242 diff 0.1173636 Iteration: 4 ELBO: -113200.7 tau: 1.147654 beta: 0.7402947 diff 0.01630033 Iteration: 5 ELBO: -112789.4 tau: 1.157721 beta: 0.9899445 diff 0.003633234 Iteration: 6 ELBO: -112701.4 tau: 1.159106 beta: 1.128884 diff 0.000780117 Iteration: 7 ELBO: -112682.9 tau: 1.159015 beta: 1.201789 diff 0.0001645562 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108693 tau: 1.1984 beta: 1.863159 diff Inf Iteration: 2 ELBO: -107754.7 tau: 1.204773 beta: 2.116959 diff 0.008632333 Iteration: 3 ELBO: -107365.1 tau: 1.215134 beta: 2.468404 diff 0.00361598 Iteration: 4 ELBO: -106962 tau: 1.22907 beta: 2.875838 diff 0.003754686 Iteration: 5 ELBO: -106502 tau: 1.245583 beta: 3.367269 diff 0.00430036 Iteration: 6 ELBO: -106091.8 tau: 1.260407 beta: 3.958561 diff 0.003851805 Iteration: 7 ELBO: -105835.9 tau: 1.269445 beta: 4.624734 diff 0.002411984 Iteration: 8 ELBO: -105705.8 tau: 1.27342 beta: 5.347737 diff 0.001228698 Iteration: 9 ELBO: -105635.6 tau: 1.274858 beta: 6.124283 diff 0.0006647265 Iteration: 10 ELBO: -105589.9 tau: 1.2753 beta: 6.952462 diff 0.0004325772 Iteration: 11 ELBO: -105555.5 tau: 1.275376 beta: 7.828288 diff 0.0003259186 Iteration: 12 ELBO: -105527.5 tau: 1.275313 beta: 8.746202 diff 0.0002652325 Iteration: 13 ELBO: -105503.9 tau: 1.275196 beta: 9.699611 diff 0.0002233153 Iteration: 14 ELBO: -105483.8 tau: 1.275056 beta: 10.68116 diff 0.0001904759 Iteration: 15 ELBO: -105466.6 tau: 1.274905 beta: 11.68291 diff 0.0001629973 Iteration: 16 ELBO: -105451.9 tau: 1.274751 beta: 12.69655 diff 0.0001393185 Iteration: 17 ELBO: -105439.4 tau: 1.274595 beta: 13.71365 diff 0.0001186975 Iteration: 18 ELBO: -105428.8 tau: 1.274441 beta: 14.72589 diff 0.0001007143 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105284.9 tau: 1.305777 beta: 1.865055 diff Inf Iteration: 2 ELBO: -104319.8 tau: 1.312029 beta: 2.16663 diff 0.009166135 Iteration: 3 ELBO: -103990.8 tau: 1.320666 beta: 2.628193 diff 0.003154307 Iteration: 4 ELBO: -103755 tau: 1.328396 beta: 3.224135 diff 0.002267511 Iteration: 5 ELBO: -103565.2 tau: 1.334346 beta: 3.961193 diff 0.001829093 Iteration: 6 ELBO: -103401.9 tau: 1.33914 beta: 4.847966 diff 0.001576795 Iteration: 7 ELBO: -103268.4 tau: 1.342691 beta: 5.896321 diff 0.001291412 Iteration: 8 ELBO: -103166.3 tau: 1.344898 beta: 7.112083 diff 0.0009879763 Iteration: 9 ELBO: -103088.3 tau: 1.346129 beta: 8.49046 diff 0.0007563316 Iteration: 10 ELBO: -103027.4 tau: 1.346759 beta: 10.02146 diff 0.000590668 Iteration: 11 ELBO: -102979.2 tau: 1.347015 beta: 11.69428 diff 0.0004676621 Iteration: 12 ELBO: -102940.6 tau: 1.347032 beta: 13.49805 diff 0.0003750087 Iteration: 13 ELBO: -102909.3 tau: 1.346899 beta: 15.42174 diff 0.000304522 Iteration: 14 ELBO: -102883.5 tau: 1.346671 beta: 17.45356 diff 0.0002500962 Iteration: 15 ELBO: -102862.2 tau: 1.346383 beta: 19.58039 diff 0.0002073494 Iteration: 16 ELBO: -102844.4 tau: 1.34606 beta: 21.78774 diff 0.0001731445 Iteration: 17 ELBO: -102829.4 tau: 1.345718 beta: 24.05995 diff 0.0001452915 Iteration: 18 ELBO: -102816.9 tau: 1.345367 beta: 26.38087 diff 0.0001222983 Iteration: 19 ELBO: -102806.3 tau: 1.345014 beta: 28.73433 diff 0.0001031419 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103307.1 tau: 1.372104 beta: 1.878198 diff Inf Iteration: 2 ELBO: -102344.9 tau: 1.379036 beta: 2.175813 diff 0.009314781 Iteration: 3 ELBO: -101999 tau: 1.389603 beta: 2.596248 diff 0.003379252 Iteration: 4 ELBO: -101785.7 tau: 1.39721 beta: 3.138857 diff 0.002091605 Iteration: 5 ELBO: -101645.7 tau: 1.401063 beta: 3.822572 diff 0.001375104 Iteration: 6 ELBO: -101538 tau: 1.403159 beta: 4.658257 diff 0.001060021 Iteration: 7 ELBO: -101446.5 tau: 1.404559 beta: 5.651562 diff 0.0009008547 Iteration: 8 ELBO: -101365.4 tau: 1.405677 beta: 6.8056 diff 0.0007992131 Iteration: 9 ELBO: -101292.3 tau: 1.406652 beta: 8.12078 diff 0.0007210709 Iteration: 10 ELBO: -101225.1 tau: 1.407602 beta: 9.589169 diff 0.0006636973 Iteration: 11 ELBO: -101162.8 tau: 1.408588 beta: 11.19624 diff 0.0006155706 Iteration: 12 ELBO: -101105.8 tau: 1.409577 beta: 12.92516 diff 0.0005627422 Iteration: 13 ELBO: -101055.2 tau: 1.410498 beta: 14.75704 diff 0.000500701 Iteration: 14 ELBO: -101011.3 tau: 1.411298 beta: 16.66877 diff 0.000434141 Iteration: 15 ELBO: -100974 tau: 1.41196 beta: 18.63312 diff 0.0003698318 Iteration: 16 ELBO: -100942.5 tau: 1.412492 beta: 20.62149 diff 0.0003114736 Iteration: 17 ELBO: -100916.4 tau: 1.412907 beta: 22.60779 diff 0.0002594066 Iteration: 18 ELBO: -100894.9 tau: 1.413209 beta: 24.5712 diff 0.0002130695 Iteration: 19 ELBO: -100877.4 tau: 1.413405 beta: 26.49649 diff 0.0001726591 Iteration: 20 ELBO: -100863.5 tau: 1.413506 beta: 28.37283 diff 0.0001386018 Iteration: 21 ELBO: -100852.3 tau: 1.41353 beta: 30.1926 diff 0.0001107304 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101306.6 tau: 1.443794 beta: 1.843757 diff Inf Iteration: 2 ELBO: -100350.2 tau: 1.451589 beta: 2.130886 diff 0.009441262 Iteration: 3 ELBO: -100036.2 tau: 1.460393 beta: 2.580512 diff 0.003128419 Iteration: 4 ELBO: -99833.69 tau: 1.466943 beta: 3.169369 diff 0.002024676 Iteration: 5 ELBO: -99686.97 tau: 1.471019 beta: 3.898565 diff 0.001469637 Iteration: 6 ELBO: -99572.59 tau: 1.473584 beta: 4.776417 diff 0.001147367 Iteration: 7 ELBO: -99480.42 tau: 1.475197 beta: 5.812862 diff 0.0009256801 Iteration: 8 ELBO: -99404.61 tau: 1.476175 beta: 7.017769 diff 0.0007620769 Iteration: 9 ELBO: -99341.34 tau: 1.476719 beta: 8.400211 diff 0.0006364691 Iteration: 10 ELBO: -99288.11 tau: 1.476958 beta: 9.966638 diff 0.0005358651 Iteration: 11 ELBO: -99243.08 tau: 1.476984 beta: 11.71868 diff 0.0004534993 Iteration: 12 ELBO: -99204.84 tau: 1.476862 beta: 13.65264 diff 0.0003853514 Iteration: 13 ELBO: -99172.26 tau: 1.476638 beta: 15.76019 diff 0.0003283569 Iteration: 14 ELBO: -99144.46 tau: 1.476344 beta: 18.02933 diff 0.0002803361 Iteration: 15 ELBO: -99120.68 tau: 1.476001 beta: 20.44514 diff 0.0002398262 Iteration: 16 ELBO: -99100.29 tau: 1.475629 beta: 22.9905 diff 0.0002057065 Iteration: 17 ELBO: -99082.75 tau: 1.47524 beta: 25.64661 diff 0.0001769686 Iteration: 18 ELBO: -99067.63 tau: 1.474845 beta: 28.39356 diff 0.0001526854 Iteration: 19 ELBO: -99054.55 tau: 1.474453 beta: 31.21081 diff 0.0001320453 Iteration: 20 ELBO: -99043.22 tau: 1.474067 beta: 34.07771 diff 0.0001143755 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99761.83 tau: 1.502146 beta: 1.843592 diff Inf Iteration: 2 ELBO: -98807.74 tau: 1.508237 beta: 2.15694 diff 0.009563722 Iteration: 3 ELBO: -98494.5 tau: 1.517158 beta: 2.617044 diff 0.00317018 Iteration: 4 ELBO: -98294.99 tau: 1.523882 beta: 3.206926 diff 0.002025621 Iteration: 5 ELBO: -98155.34 tau: 1.527664 beta: 3.945591 diff 0.001420712 Iteration: 6 ELBO: -98048.86 tau: 1.529743 beta: 4.85024 diff 0.001084818 Iteration: 7 ELBO: -97963.17 tau: 1.530921 beta: 5.932608 diff 0.0008739844 Iteration: 8 ELBO: -97892.35 tau: 1.531574 beta: 7.200103 diff 0.0007228266 Iteration: 9 ELBO: -97833.08 tau: 1.531886 beta: 8.655639 diff 0.0006055442 Iteration: 10 ELBO: -97783.06 tau: 1.531963 beta: 10.2977 diff 0.0005112841 Iteration: 11 ELBO: -97740.58 tau: 1.531878 beta: 12.12051 diff 0.0004344291 Iteration: 12 ELBO: -97704.28 tau: 1.531686 beta: 14.11408 diff 0.0003713524 Iteration: 13 ELBO: -97673.08 tau: 1.531424 beta: 16.26452 diff 0.0003192835 Iteration: 14 ELBO: -97646.13 tau: 1.531124 beta: 18.55454 diff 0.0002759349 Iteration: 15 ELBO: -97622.75 tau: 1.530803 beta: 20.96428 diff 0.0002394381 Iteration: 16 ELBO: -97602.42 tau: 1.530473 beta: 23.47226 diff 0.0002083341 Iteration: 17 ELBO: -97584.7 tau: 1.530141 beta: 26.05632 diff 0.000181531 Iteration: 18 ELBO: -97569.26 tau: 1.52981 beta: 28.69455 diff 0.0001582371 Iteration: 19 ELBO: -97555.8 tau: 1.52948 beta: 31.36612 diff 0.0001378936 Iteration: 20 ELBO: -97544.08 tau: 1.529153 beta: 34.05188 diff 0.0001201044 Iteration: 21 ELBO: -97533.88 tau: 1.528829 beta: 36.73484 diff 0.0001045685 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98317.24 tau: 1.55762 beta: 1.854869 diff Inf Iteration: 2 ELBO: -97384.95 tau: 1.564192 beta: 2.170958 diff 0.009482468 Iteration: 3 ELBO: -97113.77 tau: 1.570737 beta: 2.665811 diff 0.002784653 Iteration: 4 ELBO: -96939.65 tau: 1.575425 beta: 3.317489 diff 0.001792934 Iteration: 5 ELBO: -96808.95 tau: 1.578222 beta: 4.135718 diff 0.001348212 Iteration: 6 ELBO: -96702.93 tau: 1.57996 beta: 5.134841 diff 0.001095171 Iteration: 7 ELBO: -96614.06 tau: 1.581098 beta: 6.328117 diff 0.0009190258 Iteration: 8 ELBO: -96538.45 tau: 1.581853 beta: 7.725664 diff 0.0007825517 Iteration: 9 ELBO: -96473.63 tau: 1.582349 beta: 9.332726 diff 0.0006714502 Iteration: 10 ELBO: -96417.89 tau: 1.582661 beta: 11.14894 diff 0.0005778008 Iteration: 11 ELBO: -96369.98 tau: 1.58283 beta: 13.16906 diff 0.0004969239 Iteration: 12 ELBO: -96328.84 tau: 1.582884 beta: 15.38405 diff 0.0004268364 Iteration: 13 ELBO: -96293.51 tau: 1.582842 beta: 17.78153 diff 0.0003667419 Iteration: 14 ELBO: -96263.11 tau: 1.582724 beta: 20.3459 diff 0.0003157027 Iteration: 15 ELBO: -96236.88 tau: 1.582548 beta: 23.0591 diff 0.0002725567 Iteration: 16 ELBO: -96214.14 tau: 1.582328 beta: 25.90188 diff 0.0002363016 Iteration: 17 ELBO: -96194.29 tau: 1.582077 beta: 28.85543 diff 0.0002062346 Iteration: 18 ELBO: -96176.8 tau: 1.581804 beta: 31.90261 diff 0.0001818447 Iteration: 19 ELBO: -96161.16 tau: 1.581521 beta: 35.02887 diff 0.0001626541 Iteration: 20 ELBO: -96146.91 tau: 1.581238 beta: 38.22265 diff 0.0001481228 Iteration: 21 ELBO: -96133.68 tau: 1.580965 beta: 41.47553 diff 0.0001376179 Iteration: 22 ELBO: -96121.15 tau: 1.580712 beta: 44.78224 diff 0.0001304139 Iteration: 23 ELBO: -96109.06 tau: 1.580484 beta: 48.14077 diff 0.000125704 Iteration: 24 ELBO: -96097.28 tau: 1.580283 beta: 51.55251 diff 0.0001226379 Iteration: 25 ELBO: -96085.71 tau: 1.580107 beta: 55.02233 diff 0.0001203961 Iteration: 26 ELBO: -96074.34 tau: 1.579951 beta: 58.55803 diff 0.0001182784 Iteration: 27 ELBO: -96063.22 tau: 1.579807 beta: 62.16929 diff 0.0001157588 Iteration: 28 ELBO: -96052.41 tau: 1.579666 beta: 65.86629 diff 0.0001124909 Iteration: 29 ELBO: -96042.01 tau: 1.579522 beta: 69.65852 diff 0.0001082912 Iteration: 30 ELBO: -96032.11 tau: 1.579368 beta: 73.55408 diff 0.0001031296 After 31 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97113.13 tau: 1.604207 beta: 1.907981 diff Inf Iteration: 2 ELBO: -96203.38 tau: 1.608989 beta: 2.268657 diff 0.009367906 Iteration: 3 ELBO: -95911.35 tau: 1.616704 beta: 2.805303 diff 0.003035564 Iteration: 4 ELBO: -95714.79 tau: 1.62307 beta: 3.503818 diff 0.002049393 Iteration: 5 ELBO: -95570.29 tau: 1.626895 beta: 4.38656 diff 0.001509703 Iteration: 6 ELBO: -95456.74 tau: 1.629107 beta: 5.477317 diff 0.001188125 Iteration: 7 ELBO: -95364.38 tau: 1.63038 beta: 6.797033 diff 0.0009675844 Iteration: 8 ELBO: -95287.66 tau: 1.631083 beta: 8.362585 diff 0.0008044708 Iteration: 9 ELBO: -95222.95 tau: 1.631438 beta: 10.18444 diff 0.0006790417 Iteration: 10 ELBO: -95167.9 tau: 1.631583 beta: 12.26531 diff 0.0005781389 Iteration: 11 ELBO: -95120.95 tau: 1.631589 beta: 14.60057 diff 0.0004933901 Iteration: 12 ELBO: -95080.93 tau: 1.631493 beta: 17.17934 diff 0.0004206913 Iteration: 13 ELBO: -95046.86 tau: 1.631313 beta: 19.98562 diff 0.0003582966 Iteration: 14 ELBO: -95017.86 tau: 1.631065 beta: 22.99957 diff 0.0003051734 Iteration: 15 ELBO: -94993.12 tau: 1.630763 beta: 26.19868 diff 0.0002603734 Iteration: 16 ELBO: -94971.94 tau: 1.630422 beta: 29.55893 diff 0.000222898 Iteration: 17 ELBO: -94953.73 tau: 1.630053 beta: 33.05576 diff 0.0001917513 Iteration: 18 ELBO: -94937.97 tau: 1.62967 beta: 36.66494 diff 0.0001660149 Iteration: 19 ELBO: -94924.21 tau: 1.629281 beta: 40.36309 diff 0.0001448788 Iteration: 20 ELBO: -94912.1 tau: 1.628898 beta: 44.12802 diff 0.0001276333 Iteration: 21 ELBO: -94901.31 tau: 1.628526 beta: 47.93896 diff 0.0001136516 Iteration: 22 ELBO: -94891.6 tau: 1.628173 beta: 51.77659 diff 0.0001023782 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95886.41 tau: 1.654965 beta: 1.882985 diff Inf Iteration: 2 ELBO: -94979.07 tau: 1.659666 beta: 2.239417 diff 0.009462644 Iteration: 3 ELBO: -94697.99 tau: 1.666592 beta: 2.790875 diff 0.002959446 Iteration: 4 ELBO: -94512.87 tau: 1.672097 beta: 3.527317 diff 0.001954843 Iteration: 5 ELBO: -94376.73 tau: 1.675285 beta: 4.467723 diff 0.00144045 Iteration: 6 ELBO: -94267.98 tau: 1.677077 beta: 5.634665 diff 0.001152267 Iteration: 7 ELBO: -94177.3 tau: 1.678101 beta: 7.05052 diff 0.0009619379 Iteration: 8 ELBO: -94100.14 tau: 1.67868 beta: 8.734729 diff 0.0008193351 Iteration: 9 ELBO: -94033.93 tau: 1.678978 beta: 10.70148 diff 0.0007036057 Iteration: 10 ELBO: -93976.97 tau: 1.679091 beta: 12.95774 diff 0.0006057513 Iteration: 11 ELBO: -93927.97 tau: 1.679075 beta: 15.50178 diff 0.0005213742 Iteration: 12 ELBO: -93885.9 tau: 1.678968 beta: 18.32261 diff 0.0004478603 Iteration: 13 ELBO: -93849.89 tau: 1.678794 beta: 21.40065 diff 0.0003835702 Iteration: 14 ELBO: -93819.14 tau: 1.678566 beta: 24.70944 diff 0.0003276035 Iteration: 15 ELBO: -93792.92 tau: 1.678297 beta: 28.21795 diff 0.0002794935 Iteration: 16 ELBO: -93770.52 tau: 1.677998 beta: 31.89295 diff 0.0002388145 Iteration: 17 ELBO: -93751.31 tau: 1.677679 beta: 35.70099 diff 0.0002049473 Iteration: 18 ELBO: -93734.7 tau: 1.677353 beta: 39.60982 diff 0.0001770819 Iteration: 19 ELBO: -93720.24 tau: 1.677028 beta: 43.58935 diff 0.0001543351 Iteration: 20 ELBO: -93707.5 tau: 1.676713 beta: 47.61217 diff 0.0001358574 Iteration: 21 ELBO: -93696.18 tau: 1.676415 beta: 51.65377 diff 0.0001208911 Iteration: 22 ELBO: -93685.98 tau: 1.676138 beta: 55.69253 diff 0.0001087846 After 23 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.860792 [SoftImpute] Iter 1: observed MAE=0.006669 rank=943 [SoftImpute] Iter 2: observed MAE=0.006579 rank=943 [SoftImpute] Iter 3: observed MAE=0.006579 rank=943 [SoftImpute] Iter 4: observed MAE=0.006580 rank=943 [SoftImpute] Iter 5: observed MAE=0.006580 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=942 [SoftImpute] Iter 7: observed MAE=0.006581 rank=941 [SoftImpute] Iter 8: observed MAE=0.006581 rank=940 [SoftImpute] Iter 9: observed MAE=0.006581 rank=938 [SoftImpute] Iter 10: observed MAE=0.006581 rank=937 [SoftImpute] Iter 11: observed MAE=0.006581 rank=935 [SoftImpute] Iter 12: observed MAE=0.006581 rank=933 [SoftImpute] Iter 13: observed MAE=0.006581 rank=932 [SoftImpute] Iter 14: observed MAE=0.006581 rank=930 [SoftImpute] Iter 15: observed MAE=0.006580 rank=927 [SoftImpute] Iter 16: observed MAE=0.006580 rank=926 [SoftImpute] Iter 17: observed MAE=0.006580 rank=924 [SoftImpute] Iter 18: observed MAE=0.006579 rank=922 [SoftImpute] Iter 19: observed MAE=0.006579 rank=919 [SoftImpute] Iter 20: observed MAE=0.006578 rank=918 [SoftImpute] Iter 21: observed MAE=0.006578 rank=915 [SoftImpute] Iter 22: observed MAE=0.006577 rank=914 [SoftImpute] Iter 23: observed MAE=0.006577 rank=913 [SoftImpute] Iter 24: observed MAE=0.006576 rank=911 [SoftImpute] Iter 25: observed MAE=0.006575 rank=907 [SoftImpute] Iter 26: observed MAE=0.006575 rank=905 [SoftImpute] Iter 27: observed MAE=0.006574 rank=903 [SoftImpute] Iter 28: observed MAE=0.006573 rank=902 [SoftImpute] Iter 29: observed MAE=0.006572 rank=900 [SoftImpute] Iter 30: observed MAE=0.006571 rank=898 [SoftImpute] Iter 31: observed MAE=0.006571 rank=896 [SoftImpute] Iter 32: observed MAE=0.006570 rank=894 [SoftImpute] Iter 33: observed MAE=0.006569 rank=891 [SoftImpute] Iter 34: observed MAE=0.006568 rank=889 [SoftImpute] Iter 35: observed MAE=0.006567 rank=887 [SoftImpute] Iter 36: observed MAE=0.006566 rank=886 [SoftImpute] Iter 37: observed MAE=0.006565 rank=883 [SoftImpute] Iter 38: observed MAE=0.006564 rank=881 [SoftImpute] Iter 39: observed MAE=0.006562 rank=879 [SoftImpute] Iter 40: observed MAE=0.006561 rank=878 [SoftImpute] Iter 41: observed MAE=0.006560 rank=875 [SoftImpute] Iter 42: observed MAE=0.006559 rank=873 [SoftImpute] Iter 43: observed MAE=0.006558 rank=871 [SoftImpute] Iter 44: observed MAE=0.006556 rank=868 [SoftImpute] Iter 45: observed MAE=0.006555 rank=867 [SoftImpute] Iter 46: observed MAE=0.006554 rank=863 [SoftImpute] Iter 47: observed MAE=0.006552 rank=862 [SoftImpute] Iter 48: observed MAE=0.006551 rank=860 [SoftImpute] Iter 49: observed MAE=0.006550 rank=858 [SoftImpute] Iter 50: observed MAE=0.006549 rank=857 [SoftImpute] Iter 51: observed MAE=0.006547 rank=854 [SoftImpute] Iter 52: observed MAE=0.006546 rank=854 [SoftImpute] Iter 53: observed MAE=0.006545 rank=851 [SoftImpute] Iter 54: observed MAE=0.006543 rank=849 [SoftImpute] Iter 55: observed MAE=0.006542 rank=848 [SoftImpute] Iter 56: observed MAE=0.006541 rank=846 [SoftImpute] Iter 57: observed MAE=0.006539 rank=843 [SoftImpute] Iter 58: observed MAE=0.006538 rank=842 [SoftImpute] Iter 59: observed MAE=0.006536 rank=840 [SoftImpute] Iter 60: observed MAE=0.006535 rank=838 [SoftImpute] Iter 61: observed MAE=0.006533 rank=836 [SoftImpute] Iter 62: observed MAE=0.006532 rank=834 [SoftImpute] Iter 63: observed MAE=0.006530 rank=831 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1468 missing, elapsed time: 4.082 Imputing row 101/943 with 1636 missing, elapsed time: 5.571 Imputing row 201/943 with 1377 missing, elapsed time: 7.070 Imputing row 301/943 with 1460 missing, elapsed time: 8.551 Imputing row 401/943 with 1555 missing, elapsed time: 10.011 Imputing row 501/943 with 1617 missing, elapsed time: 11.495 Imputing row 601/943 with 1565 missing, elapsed time: 12.999 Imputing row 701/943 with 1657 missing, elapsed time: 14.494 Imputing row 801/943 with 1663 missing, elapsed time: 16.095 Imputing row 901/943 with 1585 missing, elapsed time: 17.597 [KNN] Warning: 30665/1586126 still missing after imputation, replacing with 0 ########### perturbation 13 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216051.8 tau: 0.08734186 beta: 0.06275911 diff Inf Iteration: 2 ELBO: -129890.5 tau: 0.7197727 beta: 0.1053776 diff 0.3987994 Iteration: 3 ELBO: -114696.7 tau: 1.099505 beta: 0.4007653 diff 0.1169734 Iteration: 4 ELBO: -113032.8 tau: 1.152183 beta: 0.8089954 diff 0.01450694 Iteration: 5 ELBO: -112680.7 tau: 1.160338 beta: 1.082266 diff 0.003115281 Iteration: 6 ELBO: -112604.7 tau: 1.161274 beta: 1.235993 diff 0.0006745574 Iteration: 7 ELBO: -112588.2 tau: 1.161081 beta: 1.317554 diff 0.0001465213 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108602.8 tau: 1.202078 beta: 1.814529 diff Inf Iteration: 2 ELBO: -107661.5 tau: 1.209565 beta: 2.03256 diff 0.008667669 Iteration: 3 ELBO: -107290.4 tau: 1.219082 beta: 2.353056 diff 0.00344694 Iteration: 4 ELBO: -106835 tau: 1.234563 beta: 2.709572 diff 0.004244628 Iteration: 5 ELBO: -106284.4 tau: 1.254623 beta: 3.14024 diff 0.005154203 Iteration: 6 ELBO: -105937.9 tau: 1.267291 beta: 3.689071 diff 0.003259323 Iteration: 7 ELBO: -105776.5 tau: 1.272339 beta: 4.323082 diff 0.001523503 Iteration: 8 ELBO: -105689 tau: 1.274224 beta: 5.019521 diff 0.0008273732 Iteration: 9 ELBO: -105629.9 tau: 1.274989 beta: 5.771508 diff 0.0005597514 Iteration: 10 ELBO: -105583.9 tau: 1.275332 beta: 6.577663 diff 0.000435466 Iteration: 11 ELBO: -105545.6 tau: 1.275494 beta: 7.436308 diff 0.0003625086 Iteration: 12 ELBO: -105512.7 tau: 1.275571 beta: 8.343436 diff 0.0003113108 Iteration: 13 ELBO: -105484.1 tau: 1.275607 beta: 9.29256 diff 0.0002709326 Iteration: 14 ELBO: -105459.2 tau: 1.275625 beta: 10.27533 diff 0.0002362829 Iteration: 15 ELBO: -105437.6 tau: 1.275629 beta: 11.28256 diff 0.0002047738 Iteration: 16 ELBO: -105419.1 tau: 1.275616 beta: 12.30521 diff 0.0001754267 Iteration: 17 ELBO: -105403.5 tau: 1.275583 beta: 13.33484 diff 0.000148368 Iteration: 18 ELBO: -105390.4 tau: 1.275527 beta: 14.36358 diff 0.0001241487 Iteration: 19 ELBO: -105379.5 tau: 1.27545 beta: 15.38397 diff 0.0001031513 After 20 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105251.3 tau: 1.307268 beta: 1.847957 diff Inf Iteration: 2 ELBO: -104255.6 tau: 1.315552 beta: 2.106508 diff 0.009460324 Iteration: 3 ELBO: -103899.4 tau: 1.326114 beta: 2.496522 diff 0.003416578 Iteration: 4 ELBO: -103657.6 tau: 1.334293 beta: 3.013391 diff 0.002327589 Iteration: 5 ELBO: -103478.7 tau: 1.33961 beta: 3.665302 diff 0.001725178 Iteration: 6 ELBO: -103337.6 tau: 1.343235 beta: 4.458356 diff 0.001363953 Iteration: 7 ELBO: -103226 tau: 1.345636 beta: 5.401107 diff 0.001079959 Iteration: 8 ELBO: -103137.2 tau: 1.347131 beta: 6.499505 diff 0.0008599778 Iteration: 9 ELBO: -103064.9 tau: 1.348043 beta: 7.753663 diff 0.0007009664 Iteration: 10 ELBO: -103005.3 tau: 1.348583 beta: 9.159087 diff 0.0005787334 Iteration: 11 ELBO: -102956.2 tau: 1.348848 beta: 10.71034 diff 0.000476361 Iteration: 12 ELBO: -102916 tau: 1.348894 beta: 12.40129 diff 0.0003905618 Iteration: 13 ELBO: -102882.9 tau: 1.348782 beta: 14.22314 diff 0.0003212178 Iteration: 14 ELBO: -102855.6 tau: 1.348563 beta: 16.16421 diff 0.0002657824 Iteration: 15 ELBO: -102832.8 tau: 1.348274 beta: 18.2107 diff 0.0002211086 Iteration: 16 ELBO: -102813.9 tau: 1.347943 beta: 20.34748 diff 0.000184733 Iteration: 17 ELBO: -102797.9 tau: 1.347585 beta: 22.55873 diff 0.0001548738 Iteration: 18 ELBO: -102784.5 tau: 1.347214 beta: 24.8284 diff 0.0001302164 Iteration: 19 ELBO: -102773.3 tau: 1.346838 beta: 27.14066 diff 0.0001097635 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103243.9 tau: 1.375168 beta: 1.841536 diff Inf Iteration: 2 ELBO: -102285.2 tau: 1.382364 beta: 2.112897 diff 0.009286034 Iteration: 3 ELBO: -101968.1 tau: 1.391427 beta: 2.513131 diff 0.003099455 Iteration: 4 ELBO: -101763.2 tau: 1.398441 beta: 3.019985 diff 0.002010012 Iteration: 5 ELBO: -101619.8 tau: 1.402662 beta: 3.642861 diff 0.001408742 Iteration: 6 ELBO: -101510.4 tau: 1.405215 beta: 4.389757 diff 0.001076584 Iteration: 7 ELBO: -101422.3 tau: 1.406842 beta: 5.266171 diff 0.000868014 Iteration: 8 ELBO: -101349.4 tau: 1.407883 beta: 6.277383 diff 0.0007182491 Iteration: 9 ELBO: -101288 tau: 1.408521 beta: 7.428064 diff 0.000605932 Iteration: 10 ELBO: -101235.1 tau: 1.408891 beta: 8.7213 diff 0.0005223878 Iteration: 11 ELBO: -101188.4 tau: 1.409098 beta: 10.15819 diff 0.0004613953 Iteration: 12 ELBO: -101146.2 tau: 1.409224 beta: 11.73757 diff 0.000417607 Iteration: 13 ELBO: -101107.1 tau: 1.409331 beta: 13.45538 diff 0.0003864304 Iteration: 14 ELBO: -101070.3 tau: 1.409464 beta: 15.30345 diff 0.0003635686 Iteration: 15 ELBO: -101035.5 tau: 1.409646 beta: 17.26876 diff 0.0003444369 Iteration: 16 ELBO: -101002.7 tau: 1.409877 beta: 19.33415 diff 0.0003245807 Iteration: 17 ELBO: -100972.3 tau: 1.410135 beta: 21.47996 diff 0.000301344 Iteration: 18 ELBO: -100944.6 tau: 1.41039 beta: 23.68465 diff 0.0002744916 Iteration: 19 ELBO: -100919.8 tau: 1.410623 beta: 25.92516 diff 0.0002450259 Iteration: 20 ELBO: -100898.2 tau: 1.410817 beta: 28.17784 diff 0.0002143991 Iteration: 21 ELBO: -100879.6 tau: 1.410968 beta: 30.41922 diff 0.0001843291 Iteration: 22 ELBO: -100863.8 tau: 1.411076 beta: 32.62619 diff 0.0001562987 Iteration: 23 ELBO: -100850.6 tau: 1.411149 beta: 34.77635 diff 0.0001310478 Iteration: 24 ELBO: -100839.7 tau: 1.411193 beta: 36.84942 diff 0.0001085731 After 25 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101405.9 tau: 1.439837 beta: 1.865885 diff Inf Iteration: 2 ELBO: -100468.7 tau: 1.446394 beta: 2.167895 diff 0.009242261 Iteration: 3 ELBO: -100171.5 tau: 1.454299 beta: 2.627119 diff 0.002957848 Iteration: 4 ELBO: -99982.56 tau: 1.460136 beta: 3.228493 diff 0.001885926 Iteration: 5 ELBO: -99849.08 tau: 1.463466 beta: 3.983289 diff 0.00133512 Iteration: 6 ELBO: -99746.01 tau: 1.465326 beta: 4.90393 diff 0.001032223 Iteration: 7 ELBO: -99661.76 tau: 1.466387 beta: 6.00208 diff 0.0008446336 Iteration: 8 ELBO: -99590.19 tau: 1.467019 beta: 7.287246 diff 0.0007181458 Iteration: 9 ELBO: -99527.81 tau: 1.467427 beta: 8.765684 diff 0.0006263133 Iteration: 10 ELBO: -99472.53 tau: 1.467723 beta: 10.43929 diff 0.000555423 Iteration: 11 ELBO: -99423.01 tau: 1.467976 beta: 12.3039 diff 0.0004978967 Iteration: 12 ELBO: -99378.46 tau: 1.468223 beta: 14.3477 diff 0.0004480347 Iteration: 13 ELBO: -99338.7 tau: 1.468462 beta: 16.55346 diff 0.0004000776 Iteration: 14 ELBO: -99303.84 tau: 1.468654 beta: 18.90416 diff 0.0003509528 Iteration: 15 ELBO: -99273.68 tau: 1.468767 beta: 21.38313 diff 0.0003037402 Iteration: 16 ELBO: -99247.67 tau: 1.468801 beta: 23.97202 diff 0.0002619246 Iteration: 17 ELBO: -99225.26 tau: 1.468767 beta: 26.65153 diff 0.0002258452 Iteration: 18 ELBO: -99205.94 tau: 1.468678 beta: 29.40277 diff 0.0001947309 Iteration: 19 ELBO: -99189.29 tau: 1.468544 beta: 32.20809 diff 0.0001678343 Iteration: 20 ELBO: -99174.95 tau: 1.468371 beta: 35.05153 diff 0.0001445937 Iteration: 21 ELBO: -99162.59 tau: 1.468166 beta: 37.91883 diff 0.000124577 Iteration: 22 ELBO: -99151.94 tau: 1.467937 beta: 40.79733 diff 0.0001074018 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99947.29 tau: 1.495289 beta: 1.835 diff Inf Iteration: 2 ELBO: -98994.41 tau: 1.501509 beta: 2.149189 diff 0.009533812 Iteration: 3 ELBO: -98696.96 tau: 1.509412 beta: 2.626129 diff 0.003004733 Iteration: 4 ELBO: -98505.17 tau: 1.515337 beta: 3.248948 diff 0.001943254 Iteration: 5 ELBO: -98366.35 tau: 1.518778 beta: 4.033639 diff 0.001409211 Iteration: 6 ELBO: -98256.97 tau: 1.52079 beta: 4.995028 diff 0.001111983 Iteration: 7 ELBO: -98165.96 tau: 1.522081 beta: 6.14221 diff 0.0009262164 Iteration: 8 ELBO: -98087.82 tau: 1.523025 beta: 7.477351 diff 0.0007960464 Iteration: 9 ELBO: -98019.86 tau: 1.523792 beta: 8.995875 diff 0.0006928668 Iteration: 10 ELBO: -97960.78 tau: 1.52443 beta: 10.68968 diff 0.000602715 Iteration: 11 ELBO: -97909.76 tau: 1.52493 beta: 12.55044 diff 0.0005208239 Iteration: 12 ELBO: -97865.94 tau: 1.525278 beta: 14.57028 diff 0.000447561 Iteration: 13 ELBO: -97828.34 tau: 1.525478 beta: 16.74133 diff 0.0003841649 Iteration: 14 ELBO: -97796.01 tau: 1.52555 beta: 19.05547 diff 0.0003304835 Iteration: 15 ELBO: -97768.13 tau: 1.525514 beta: 21.50441 diff 0.0002850813 Iteration: 16 ELBO: -97744.05 tau: 1.525385 beta: 24.0805 diff 0.0002462845 Iteration: 17 ELBO: -97723.23 tau: 1.525176 beta: 26.77783 diff 0.0002130395 Iteration: 18 ELBO: -97705.15 tau: 1.524895 beta: 29.5931 diff 0.0001850182 Iteration: 19 ELBO: -97689.3 tau: 1.524556 beta: 32.52608 diff 0.0001621832 Iteration: 20 ELBO: -97675.2 tau: 1.524171 beta: 35.57976 diff 0.000144359 Iteration: 21 ELBO: -97662.4 tau: 1.523757 beta: 38.75997 diff 0.0001310781 Iteration: 22 ELBO: -97650.52 tau: 1.523328 beta: 42.07482 diff 0.0001216339 Iteration: 23 ELBO: -97639.27 tau: 1.522896 beta: 45.53383 diff 0.000115192 Iteration: 24 ELBO: -97628.44 tau: 1.52247 beta: 49.1469 diff 0.0001108866 Iteration: 25 ELBO: -97617.91 tau: 1.522056 beta: 52.92336 diff 0.0001078899 Iteration: 26 ELBO: -97607.61 tau: 1.521659 beta: 56.87081 diff 0.0001054657 Iteration: 27 ELBO: -97597.56 tau: 1.521278 beta: 60.99408 diff 0.0001030122 Iteration: 28 ELBO: -97587.79 tau: 1.520914 beta: 65.29401 diff 0.0001000856 After 29 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98557.1 tau: 1.548343 beta: 1.855289 diff Inf Iteration: 2 ELBO: -97653.93 tau: 1.553749 beta: 2.178284 diff 0.009163903 Iteration: 3 ELBO: -97376.09 tau: 1.560143 beta: 2.675834 diff 0.002845166 Iteration: 4 ELBO: -97182.32 tau: 1.565897 beta: 3.316517 diff 0.001989883 Iteration: 5 ELBO: -97032.24 tau: 1.569964 beta: 4.104222 diff 0.001544368 Iteration: 6 ELBO: -96910.2 tau: 1.572815 beta: 5.048566 diff 0.001257755 Iteration: 7 ELBO: -96809.8 tau: 1.574815 beta: 6.159723 diff 0.001035942 Iteration: 8 ELBO: -96727.12 tau: 1.576173 beta: 7.446752 diff 0.0008540819 Iteration: 9 ELBO: -96658.74 tau: 1.577043 beta: 8.915823 diff 0.0007069606 Iteration: 10 ELBO: -96601.74 tau: 1.577552 beta: 10.56887 diff 0.0005896955 Iteration: 11 ELBO: -96553.76 tau: 1.577807 beta: 12.4031 diff 0.0004966089 Iteration: 12 ELBO: -96512.96 tau: 1.577889 beta: 14.41095 diff 0.0004226459 Iteration: 13 ELBO: -96477.87 tau: 1.577863 beta: 16.58038 diff 0.0003635211 Iteration: 14 ELBO: -96447.43 tau: 1.577776 beta: 18.89544 diff 0.0003154707 Iteration: 15 ELBO: -96420.87 tau: 1.577658 beta: 21.33701 diff 0.0002754329 Iteration: 16 ELBO: -96397.61 tau: 1.577527 beta: 23.88314 diff 0.0002412856 Iteration: 17 ELBO: -96377.21 tau: 1.577393 beta: 26.50906 diff 0.0002115896 Iteration: 18 ELBO: -96359.37 tau: 1.577262 beta: 29.18771 diff 0.0001851214 Iteration: 19 ELBO: -96343.88 tau: 1.57713 beta: 31.89117 diff 0.000160758 Iteration: 20 ELBO: -96330.61 tau: 1.576987 beta: 34.59316 diff 0.0001377474 Iteration: 21 ELBO: -96319.43 tau: 1.576822 beta: 37.27168 diff 0.0001160221 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97097.01 tau: 1.605042 beta: 1.905778 diff Inf Iteration: 2 ELBO: -96174.73 tau: 1.609979 beta: 2.271806 diff 0.009498551 Iteration: 3 ELBO: -95859.53 tau: 1.61914 beta: 2.809662 diff 0.003277365 Iteration: 4 ELBO: -95650.33 tau: 1.626695 beta: 3.505125 diff 0.002182308 Iteration: 5 ELBO: -95505.97 tau: 1.630889 beta: 4.377023 diff 0.00150934 Iteration: 6 ELBO: -95396.82 tau: 1.633065 beta: 5.444401 diff 0.001142861 Iteration: 7 ELBO: -95308.85 tau: 1.634231 beta: 6.722749 diff 0.0009221005 Iteration: 8 ELBO: -95235.75 tau: 1.634861 beta: 8.222904 diff 0.000766989 Iteration: 9 ELBO: -95174.35 tau: 1.63516 beta: 9.950554 diff 0.0006447372 Iteration: 10 ELBO: -95122.64 tau: 1.635223 beta: 11.90654 diff 0.0005432407 Iteration: 11 ELBO: -95079.04 tau: 1.63511 beta: 14.08714 diff 0.0004584329 Iteration: 12 ELBO: -95042.14 tau: 1.63487 beta: 16.48414 diff 0.0003880614 Iteration: 13 ELBO: -95010.78 tau: 1.63454 beta: 19.08508 diff 0.0003299204 Iteration: 14 ELBO: -94984 tau: 1.634151 beta: 21.87401 diff 0.0002819518 Iteration: 15 ELBO: -94960.97 tau: 1.633727 beta: 24.83242 diff 0.0002424071 Iteration: 16 ELBO: -94941.05 tau: 1.633284 beta: 27.94025 diff 0.0002098247 Iteration: 17 ELBO: -94923.67 tau: 1.632836 beta: 31.17683 diff 0.0001829675 Iteration: 18 ELBO: -94908.41 tau: 1.632392 beta: 34.5217 diff 0.0001607766 Iteration: 19 ELBO: -94894.9 tau: 1.631959 beta: 37.9553 diff 0.0001423456 Iteration: 20 ELBO: -94882.86 tau: 1.63154 beta: 41.45951 diff 0.0001269082 Iteration: 21 ELBO: -94872.06 tau: 1.631137 beta: 45.0181 diff 0.0001138307 Iteration: 22 ELBO: -94862.33 tau: 1.630749 beta: 48.61693 diff 0.0001026039 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95799.21 tau: 1.659373 beta: 1.848465 diff Inf Iteration: 2 ELBO: -94871.22 tau: 1.666115 beta: 2.171793 diff 0.009686761 Iteration: 3 ELBO: -94595.09 tau: 1.673235 beta: 2.682301 diff 0.002910572 Iteration: 4 ELBO: -94415.12 tau: 1.678444 beta: 3.366043 diff 0.001902541 Iteration: 5 ELBO: -94279.91 tau: 1.681527 beta: 4.238525 diff 0.001432102 Iteration: 6 ELBO: -94170.24 tau: 1.683374 beta: 5.320427 diff 0.001163195 Iteration: 7 ELBO: -94078.11 tau: 1.684521 beta: 6.632383 diff 0.0009783596 Iteration: 8 ELBO: -93999.51 tau: 1.685238 beta: 8.192279 diff 0.0008354795 Iteration: 9 ELBO: -93932.03 tau: 1.685666 beta: 10.01319 diff 0.000717925 Iteration: 10 ELBO: -93873.97 tau: 1.685887 beta: 12.10198 diff 0.0006180992 Iteration: 11 ELBO: -93824.05 tau: 1.685955 beta: 14.45872 diff 0.0005317664 Iteration: 12 ELBO: -93781.23 tau: 1.685901 beta: 17.07669 diff 0.0004564014 Iteration: 13 ELBO: -93744.6 tau: 1.685751 beta: 19.94239 diff 0.000390552 Iteration: 14 ELBO: -93713.37 tau: 1.685526 beta: 23.03561 diff 0.0003331012 Iteration: 15 ELBO: -93686.86 tau: 1.685239 beta: 26.33113 diff 0.000282969 Iteration: 16 ELBO: -93664.42 tau: 1.684899 beta: 29.8016 diff 0.0002395262 Iteration: 17 ELBO: -93645.44 tau: 1.684514 beta: 33.41959 diff 0.0002026381 Iteration: 18 ELBO: -93629.34 tau: 1.684093 beta: 37.15838 diff 0.0001719248 Iteration: 19 ELBO: -93615.62 tau: 1.683647 beta: 40.99236 diff 0.0001465225 Iteration: 20 ELBO: -93603.87 tau: 1.683188 beta: 44.89776 diff 0.0001254743 Iteration: 21 ELBO: -93593.76 tau: 1.682722 beta: 48.85333 diff 0.0001079848 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94559.18 tau: 1.712492 beta: 1.90522 diff Inf Iteration: 2 ELBO: -93657.11 tau: 1.717317 beta: 2.245004 diff 0.009539717 Iteration: 3 ELBO: -93378.87 tau: 1.723984 beta: 2.76988 diff 0.002970808 Iteration: 4 ELBO: -93184.69 tau: 1.730088 beta: 3.449967 diff 0.002079515 Iteration: 5 ELBO: -93035.7 tau: 1.734362 beta: 4.296413 diff 0.001598829 Iteration: 6 ELBO: -92916.81 tau: 1.737205 beta: 5.330461 diff 0.001277921 Iteration: 7 ELBO: -92819.77 tau: 1.73905 beta: 6.574599 diff 0.001044345 Iteration: 8 ELBO: -92739.25 tau: 1.740202 beta: 8.048159 diff 0.0008675461 Iteration: 9 ELBO: -92671.56 tau: 1.740876 beta: 9.76484 diff 0.0007298392 Iteration: 10 ELBO: -92614.15 tau: 1.741223 beta: 11.7315 diff 0.0006194941 Iteration: 11 ELBO: -92565.19 tau: 1.741343 beta: 13.94769 diff 0.0005286346 Iteration: 12 ELBO: -92523.35 tau: 1.741307 beta: 16.40556 diff 0.0004521003 Iteration: 13 ELBO: -92487.59 tau: 1.741159 beta: 19.09017 diff 0.000386428 Iteration: 14 ELBO: -92457.13 tau: 1.740929 beta: 21.98041 diff 0.0003293143 Iteration: 15 ELBO: -92431.3 tau: 1.740635 beta: 25.05054 diff 0.0002793691 Iteration: 16 ELBO: -92409.5 tau: 1.740287 beta: 28.27188 diff 0.0002358566 Iteration: 17 ELBO: -92391.17 tau: 1.739896 beta: 31.61466 diff 0.0001983701 Iteration: 18 ELBO: -92375.79 tau: 1.739471 beta: 35.04943 diff 0.0001665447 Iteration: 19 ELBO: -92362.86 tau: 1.73902 beta: 38.54828 diff 0.0001399037 Iteration: 20 ELBO: -92351.98 tau: 1.738553 beta: 42.08564 diff 0.0001178451 After 21 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93275.09 tau: 1.769651 beta: 1.861922 diff Inf Iteration: 2 ELBO: -92368.17 tau: 1.774482 beta: 2.197576 diff 0.009723143 Iteration: 3 ELBO: -92072.13 tau: 1.782177 beta: 2.719935 diff 0.003204907 Iteration: 4 ELBO: -91874.21 tau: 1.788688 beta: 3.416053 diff 0.002149618 Iteration: 5 ELBO: -91729.82 tau: 1.79255 beta: 4.307014 diff 0.001571678 Iteration: 6 ELBO: -91615.84 tau: 1.794704 beta: 5.419129 diff 0.001242504 Iteration: 7 ELBO: -91521.36 tau: 1.795914 beta: 6.778123 diff 0.00103128 Iteration: 8 ELBO: -91440.78 tau: 1.7966 beta: 8.406665 diff 0.0008804452 Iteration: 9 ELBO: -91370.98 tau: 1.79699 beta: 10.32228 diff 0.0007633435 Iteration: 10 ELBO: -91310.13 tau: 1.797209 beta: 12.5355 diff 0.0006659393 Iteration: 11 ELBO: -91257.15 tau: 1.797309 beta: 15.05009 diff 0.0005802491 Iteration: 12 ELBO: -91211.23 tau: 1.797304 beta: 17.86426 diff 0.0005031705 Iteration: 13 ELBO: -91171.6 tau: 1.797199 beta: 20.97085 diff 0.0004344768 Iteration: 14 ELBO: -91137.51 tau: 1.797004 beta: 24.35765 diff 0.0003739471 Iteration: 15 ELBO: -91108.26 tau: 1.796732 beta: 28.00836 diff 0.0003209974 Iteration: 16 ELBO: -91083.2 tau: 1.796395 beta: 31.90327 diff 0.0002749754 Iteration: 17 ELBO: -91061.78 tau: 1.796006 beta: 36.01984 diff 0.0002351889 Iteration: 18 ELBO: -91043.48 tau: 1.795576 beta: 40.33327 diff 0.0002009337 Iteration: 19 ELBO: -91027.86 tau: 1.795115 beta: 44.81744 diff 0.0001715558 Iteration: 20 ELBO: -91014.53 tau: 1.794632 beta: 49.44604 diff 0.0001464737 Iteration: 21 ELBO: -91003.14 tau: 1.794132 beta: 54.19367 diff 0.0001251657 Iteration: 22 ELBO: -90993.39 tau: 1.793622 beta: 59.03679 diff 0.0001071528 After 23 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 512.922662 [SoftImpute] Iter 1: observed MAE=0.006673 rank=943 [SoftImpute] Iter 2: observed MAE=0.006582 rank=943 [SoftImpute] Iter 3: observed MAE=0.006582 rank=943 [SoftImpute] Iter 4: observed MAE=0.006583 rank=943 [SoftImpute] Iter 5: observed MAE=0.006583 rank=943 [SoftImpute] Iter 6: observed MAE=0.006584 rank=942 [SoftImpute] Iter 7: observed MAE=0.006584 rank=941 [SoftImpute] Iter 8: observed MAE=0.006584 rank=939 [SoftImpute] Iter 9: observed MAE=0.006584 rank=939 [SoftImpute] Iter 10: observed MAE=0.006584 rank=937 [SoftImpute] Iter 11: observed MAE=0.006584 rank=936 [SoftImpute] Iter 12: observed MAE=0.006584 rank=933 [SoftImpute] Iter 13: observed MAE=0.006584 rank=930 [SoftImpute] Iter 14: observed MAE=0.006584 rank=930 [SoftImpute] Iter 15: observed MAE=0.006583 rank=927 [SoftImpute] Iter 16: observed MAE=0.006583 rank=925 [SoftImpute] Iter 17: observed MAE=0.006582 rank=922 [SoftImpute] Iter 18: observed MAE=0.006582 rank=921 [SoftImpute] Iter 19: observed MAE=0.006582 rank=919 [SoftImpute] Iter 20: observed MAE=0.006581 rank=918 [SoftImpute] Iter 21: observed MAE=0.006581 rank=916 [SoftImpute] Iter 22: observed MAE=0.006580 rank=915 [SoftImpute] Iter 23: observed MAE=0.006580 rank=911 [SoftImpute] Iter 24: observed MAE=0.006579 rank=909 [SoftImpute] Iter 25: observed MAE=0.006578 rank=907 [SoftImpute] Iter 26: observed MAE=0.006577 rank=906 [SoftImpute] Iter 27: observed MAE=0.006577 rank=904 [SoftImpute] Iter 28: observed MAE=0.006576 rank=901 [SoftImpute] Iter 29: observed MAE=0.006575 rank=899 [SoftImpute] Iter 30: observed MAE=0.006574 rank=897 [SoftImpute] Iter 31: observed MAE=0.006573 rank=896 [SoftImpute] Iter 32: observed MAE=0.006573 rank=894 [SoftImpute] Iter 33: observed MAE=0.006572 rank=892 [SoftImpute] Iter 34: observed MAE=0.006571 rank=890 [SoftImpute] Iter 35: observed MAE=0.006570 rank=888 [SoftImpute] Iter 36: observed MAE=0.006569 rank=885 [SoftImpute] Iter 37: observed MAE=0.006568 rank=883 [SoftImpute] Iter 38: observed MAE=0.006566 rank=880 [SoftImpute] Iter 39: observed MAE=0.006565 rank=879 [SoftImpute] Iter 40: observed MAE=0.006564 rank=877 [SoftImpute] Iter 41: observed MAE=0.006563 rank=876 [SoftImpute] Iter 42: observed MAE=0.006562 rank=874 [SoftImpute] Iter 43: observed MAE=0.006561 rank=871 [SoftImpute] Iter 44: observed MAE=0.006560 rank=869 [SoftImpute] Iter 45: observed MAE=0.006558 rank=867 [SoftImpute] Iter 46: observed MAE=0.006557 rank=864 [SoftImpute] Iter 47: observed MAE=0.006555 rank=864 [SoftImpute] Iter 48: observed MAE=0.006554 rank=861 [SoftImpute] Iter 49: observed MAE=0.006553 rank=859 [SoftImpute] Iter 50: observed MAE=0.006551 rank=856 [SoftImpute] Iter 51: observed MAE=0.006550 rank=855 [SoftImpute] Iter 52: observed MAE=0.006549 rank=853 [SoftImpute] Iter 53: observed MAE=0.006547 rank=852 [SoftImpute] Iter 54: observed MAE=0.006546 rank=850 [SoftImpute] Iter 55: observed MAE=0.006545 rank=848 [SoftImpute] Iter 56: observed MAE=0.006543 rank=846 [SoftImpute] Iter 57: observed MAE=0.006542 rank=844 [SoftImpute] Iter 58: observed MAE=0.006541 rank=842 [SoftImpute] Iter 59: observed MAE=0.006539 rank=841 [SoftImpute] Iter 60: observed MAE=0.006538 rank=839 [SoftImpute] Iter 61: observed MAE=0.006537 rank=838 [SoftImpute] Iter 62: observed MAE=0.006536 rank=837 [SoftImpute] Iter 63: observed MAE=0.006534 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1462 missing, elapsed time: 4.063 Imputing row 101/943 with 1622 missing, elapsed time: 5.560 Imputing row 201/943 with 1382 missing, elapsed time: 7.070 Imputing row 301/943 with 1457 missing, elapsed time: 8.557 Imputing row 401/943 with 1562 missing, elapsed time: 10.025 Imputing row 501/943 with 1621 missing, elapsed time: 11.510 Imputing row 601/943 with 1564 missing, elapsed time: 13.013 Imputing row 701/943 with 1655 missing, elapsed time: 14.514 Imputing row 801/943 with 1660 missing, elapsed time: 16.026 Imputing row 901/943 with 1587 missing, elapsed time: 17.521 [KNN] Warning: 28650/1586126 still missing after imputation, replacing with 0 ########### perturbation 14 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215871.3 tau: 0.08780107 beta: 0.06023774 diff Inf Iteration: 2 ELBO: -131529.7 tau: 0.6912472 beta: 0.09714154 diff 0.3907035 Iteration: 3 ELBO: -115371.8 tau: 1.080493 beta: 0.3688401 diff 0.1228454 Iteration: 4 ELBO: -113233.7 tau: 1.146106 beta: 0.7623575 diff 0.01853283 Iteration: 5 ELBO: -112761.2 tau: 1.157971 beta: 1.033449 diff 0.004172947 Iteration: 6 ELBO: -112659.5 tau: 1.159706 beta: 1.1879 diff 0.0009011825 Iteration: 7 ELBO: -112638.1 tau: 1.15966 beta: 1.270332 diff 0.0001906328 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108673.1 tau: 1.199159 beta: 1.853562 diff Inf Iteration: 2 ELBO: -107742.4 tau: 1.205348 beta: 2.104156 diff 0.008564583 Iteration: 3 ELBO: -107386.9 tau: 1.214425 beta: 2.455428 diff 0.003299018 Iteration: 4 ELBO: -107076 tau: 1.224872 beta: 2.862406 diff 0.002895299 Iteration: 5 ELBO: -106784.5 tau: 1.234879 beta: 3.339454 diff 0.002721995 Iteration: 6 ELBO: -106543 tau: 1.242723 beta: 3.916055 diff 0.002261771 Iteration: 7 ELBO: -106345.7 tau: 1.248605 beta: 4.590152 diff 0.001852053 Iteration: 8 ELBO: -106166.8 tau: 1.253871 beta: 5.335359 diff 0.001681982 Iteration: 9 ELBO: -106003.7 tau: 1.258892 beta: 6.131587 diff 0.001536692 Iteration: 10 ELBO: -105870.2 tau: 1.263027 beta: 6.980056 diff 0.001259527 Iteration: 11 ELBO: -105769.9 tau: 1.26593 beta: 7.888668 diff 0.0009472402 Iteration: 12 ELBO: -105696.2 tau: 1.267809 beta: 8.857984 diff 0.0006965125 Iteration: 13 ELBO: -105642.3 tau: 1.268965 beta: 9.878652 diff 0.0005102293 Iteration: 14 ELBO: -105602.5 tau: 1.269656 beta: 10.93462 diff 0.000376425 Iteration: 15 ELBO: -105573 tau: 1.270043 beta: 12.0126 diff 0.0002799536 Iteration: 16 ELBO: -105550.6 tau: 1.270222 beta: 13.10354 diff 0.0002116848 Iteration: 17 ELBO: -105533.3 tau: 1.270266 beta: 14.19956 diff 0.0001641319 Iteration: 18 ELBO: -105519.6 tau: 1.270229 beta: 15.29274 diff 0.0001300963 Iteration: 19 ELBO: -105508.5 tau: 1.270145 beta: 16.37498 diff 0.0001046228 After 20 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105433.5 tau: 1.300805 beta: 1.870694 diff Inf Iteration: 2 ELBO: -104441.8 tau: 1.308519 beta: 2.132428 diff 0.009405666 Iteration: 3 ELBO: -104070.5 tau: 1.320055 beta: 2.488053 diff 0.003555682 Iteration: 4 ELBO: -103827.8 tau: 1.329061 beta: 2.92922 diff 0.002332338 Iteration: 5 ELBO: -103670.4 tau: 1.334035 beta: 3.477391 diff 0.001515135 Iteration: 6 ELBO: -103555.6 tau: 1.336813 beta: 4.141155 diff 0.001108223 Iteration: 7 ELBO: -103461.9 tau: 1.338616 beta: 4.924258 diff 0.0009043971 Iteration: 8 ELBO: -103381.2 tau: 1.339952 beta: 5.829711 diff 0.0007802603 Iteration: 9 ELBO: -103310.3 tau: 1.341011 beta: 6.859747 diff 0.0006859697 Iteration: 10 ELBO: -103247.9 tau: 1.341864 beta: 8.013653 diff 0.0006031231 Iteration: 11 ELBO: -103193.7 tau: 1.342529 beta: 9.287216 diff 0.000525229 Iteration: 12 ELBO: -103147.1 tau: 1.343012 beta: 10.67322 diff 0.0004520224 Iteration: 13 ELBO: -103107.4 tau: 1.343324 beta: 12.16149 diff 0.000384737 Iteration: 14 ELBO: -103074 tau: 1.343481 beta: 13.73899 diff 0.0003239375 Iteration: 15 ELBO: -103046.1 tau: 1.343505 beta: 15.39048 diff 0.0002701486 Iteration: 16 ELBO: -103023.1 tau: 1.343424 beta: 17.09953 diff 0.0002239036 Iteration: 17 ELBO: -103004 tau: 1.343265 beta: 18.84948 diff 0.0001853203 Iteration: 18 ELBO: -102988.1 tau: 1.343055 beta: 20.62387 diff 0.0001539537 Iteration: 19 ELBO: -102974.8 tau: 1.342818 beta: 22.40626 diff 0.0001289638 Iteration: 20 ELBO: -102963.6 tau: 1.342576 beta: 24.17953 diff 0.0001093175 After 21 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103354.9 tau: 1.370245 beta: 1.893339 diff Inf Iteration: 2 ELBO: -102428.5 tau: 1.37551 beta: 2.220495 diff 0.008963235 Iteration: 3 ELBO: -102107.3 tau: 1.384133 beta: 2.693361 diff 0.00313515 Iteration: 4 ELBO: -101891.4 tau: 1.391411 beta: 3.290944 diff 0.002114709 Iteration: 5 ELBO: -101739.9 tau: 1.395885 beta: 4.021077 diff 0.001487503 Iteration: 6 ELBO: -101624 tau: 1.398649 beta: 4.887252 diff 0.001138952 Iteration: 7 ELBO: -101529.1 tau: 1.400572 beta: 5.886398 diff 0.0009338975 Iteration: 8 ELBO: -101448.5 tau: 1.402074 beta: 7.010399 diff 0.0007937666 Iteration: 9 ELBO: -101380.1 tau: 1.403267 beta: 8.251757 diff 0.0006737546 Iteration: 10 ELBO: -101323.5 tau: 1.404122 beta: 9.609228 diff 0.0005589566 Iteration: 11 ELBO: -101277 tau: 1.40465 beta: 11.08251 diff 0.0004581417 Iteration: 12 ELBO: -101238.8 tau: 1.40492 beta: 12.66763 diff 0.0003775469 Iteration: 13 ELBO: -101206.9 tau: 1.40501 beta: 14.35719 diff 0.0003147047 Iteration: 14 ELBO: -101180.1 tau: 1.404977 beta: 16.14151 diff 0.0002654725 Iteration: 15 ELBO: -101157.2 tau: 1.404861 beta: 18.00971 diff 0.0002264475 Iteration: 16 ELBO: -101137.4 tau: 1.404692 beta: 19.95033 diff 0.0001950757 Iteration: 17 ELBO: -101120.3 tau: 1.404487 beta: 21.95184 diff 0.0001694464 Iteration: 18 ELBO: -101105.3 tau: 1.404262 beta: 24.00293 diff 0.000148149 Iteration: 19 ELBO: -101092.1 tau: 1.404023 beta: 26.09289 diff 0.000130182 Iteration: 20 ELBO: -101080.5 tau: 1.403777 beta: 28.21191 diff 0.0001148671 Iteration: 21 ELBO: -101070.2 tau: 1.403525 beta: 30.35124 diff 0.0001017574 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101628.8 tau: 1.431713 beta: 1.869331 diff Inf Iteration: 2 ELBO: -100700.7 tau: 1.437715 beta: 2.193844 diff 0.009132267 Iteration: 3 ELBO: -100394.2 tau: 1.445688 beta: 2.696477 diff 0.003043874 Iteration: 4 ELBO: -100187.9 tau: 1.452138 beta: 3.357262 diff 0.002054508 Iteration: 5 ELBO: -100028.8 tau: 1.456578 beta: 4.181317 diff 0.001588089 Iteration: 6 ELBO: -99896.21 tau: 1.459848 beta: 5.175011 diff 0.001325874 Iteration: 7 ELBO: -99784.39 tau: 1.462299 beta: 6.345565 diff 0.001119353 Iteration: 8 ELBO: -99691.08 tau: 1.464053 beta: 7.702555 diff 0.0009352009 Iteration: 9 ELBO: -99613.2 tau: 1.465249 beta: 9.256469 diff 0.0007811983 Iteration: 10 ELBO: -99547.4 tau: 1.46605 beta: 11.01463 diff 0.0006604745 Iteration: 11 ELBO: -99490.96 tau: 1.466603 beta: 12.97651 diff 0.0005670505 Iteration: 12 ELBO: -99442.02 tau: 1.467006 beta: 15.13197 diff 0.0004918805 Iteration: 13 ELBO: -99399.59 tau: 1.467314 beta: 17.46286 diff 0.0004266517 Iteration: 14 ELBO: -99363.21 tau: 1.467534 beta: 19.94723 diff 0.000365986 Iteration: 15 ELBO: -99332.5 tau: 1.467657 beta: 22.56302 diff 0.0003090551 Iteration: 16 ELBO: -99306.88 tau: 1.46768 beta: 25.28901 diff 0.0002579296 Iteration: 17 ELBO: -99285.61 tau: 1.467613 beta: 28.10422 diff 0.0002141793 Iteration: 18 ELBO: -99267.96 tau: 1.467475 beta: 30.98792 diff 0.0001777747 Iteration: 19 ELBO: -99253.29 tau: 1.467284 beta: 33.92006 diff 0.000147809 Iteration: 20 ELBO: -99241.06 tau: 1.467054 beta: 36.88179 diff 0.0001232124 Iteration: 21 ELBO: -99230.84 tau: 1.466797 beta: 39.85575 diff 0.0001030289 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99947.8 tau: 1.495433 beta: 1.832236 diff Inf Iteration: 2 ELBO: -98985.88 tau: 1.502534 beta: 2.131127 diff 0.009624242 Iteration: 3 ELBO: -98684.21 tau: 1.510933 beta: 2.588481 diff 0.003047586 Iteration: 4 ELBO: -98496.37 tau: 1.516726 beta: 3.188687 diff 0.001903421 Iteration: 5 ELBO: -98361.64 tau: 1.519925 beta: 3.946631 diff 0.001367842 Iteration: 6 ELBO: -98255.17 tau: 1.521716 beta: 4.880321 diff 0.001082475 Iteration: 7 ELBO: -98166.28 tau: 1.52279 beta: 6.005525 diff 0.0009046354 Iteration: 8 ELBO: -98090.03 tau: 1.523472 beta: 7.334688 diff 0.0007767764 Iteration: 9 ELBO: -98023.93 tau: 1.523909 beta: 8.877083 diff 0.000673859 Iteration: 10 ELBO: -97966.48 tau: 1.524165 beta: 10.63906 diff 0.0005861058 Iteration: 11 ELBO: -97916.42 tau: 1.524284 beta: 12.62282 diff 0.0005110014 Iteration: 12 ELBO: -97872.71 tau: 1.524306 beta: 14.82507 diff 0.0004464293 Iteration: 13 ELBO: -97834.57 tau: 1.524254 beta: 17.23663 diff 0.0003896745 Iteration: 14 ELBO: -97801.46 tau: 1.524138 beta: 19.84416 diff 0.0003384309 Iteration: 15 ELBO: -97772.9 tau: 1.523953 beta: 22.63351 diff 0.0002920069 Iteration: 16 ELBO: -97748.32 tau: 1.523698 beta: 25.59199 diff 0.0002514204 Iteration: 17 ELBO: -97727.05 tau: 1.523383 beta: 28.70837 diff 0.0002175284 Iteration: 18 ELBO: -97708.48 tau: 1.523022 beta: 31.97273 diff 0.0001900245 Iteration: 19 ELBO: -97692.07 tau: 1.522632 beta: 35.37656 diff 0.000167996 Iteration: 20 ELBO: -97677.37 tau: 1.522226 beta: 38.91328 diff 0.0001504741 Iteration: 21 ELBO: -97664.02 tau: 1.521816 beta: 42.57858 diff 0.0001366041 Iteration: 22 ELBO: -97651.75 tau: 1.52141 beta: 46.37045 diff 0.0001256589 Iteration: 23 ELBO: -97640.33 tau: 1.521014 beta: 50.2889 diff 0.0001170185 Iteration: 24 ELBO: -97629.57 tau: 1.520632 beta: 54.33537 diff 0.0001101424 Iteration: 25 ELBO: -97619.36 tau: 1.520268 beta: 58.51175 diff 0.0001045448 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98585.57 tau: 1.54667 beta: 1.87484 diff Inf Iteration: 2 ELBO: -97655.21 tau: 1.552611 beta: 2.20233 diff 0.009437109 Iteration: 3 ELBO: -97368.4 tau: 1.560048 beta: 2.698851 diff 0.002936931 Iteration: 4 ELBO: -97182.29 tau: 1.565782 beta: 3.346143 diff 0.001911416 Iteration: 5 ELBO: -97044.93 tau: 1.569244 beta: 4.160191 diff 0.001413371 Iteration: 6 ELBO: -96934.98 tau: 1.57138 beta: 5.158178 diff 0.001133023 Iteration: 7 ELBO: -96843.86 tau: 1.572737 beta: 6.356076 diff 0.0009400521 Iteration: 8 ELBO: -96767.03 tau: 1.573588 beta: 7.767194 diff 0.0007932873 Iteration: 9 ELBO: -96701.59 tau: 1.574092 beta: 9.400779 diff 0.0006762904 Iteration: 10 ELBO: -96645.47 tau: 1.574356 beta: 11.26093 diff 0.0005802845 Iteration: 11 ELBO: -96597.15 tau: 1.574452 beta: 13.34532 diff 0.0005000572 Iteration: 12 ELBO: -96555.44 tau: 1.574438 beta: 15.64417 diff 0.0004317537 Iteration: 13 ELBO: -96519.49 tau: 1.574352 beta: 18.14036 diff 0.0003723385 Iteration: 14 ELBO: -96488.62 tau: 1.574214 beta: 20.81085 diff 0.0003198213 Iteration: 15 ELBO: -96462.25 tau: 1.574034 beta: 23.62911 diff 0.0002733287 Iteration: 16 ELBO: -96439.8 tau: 1.573816 beta: 26.56762 diff 0.0002326836 Iteration: 17 ELBO: -96420.73 tau: 1.573565 beta: 29.59968 diff 0.000197792 Iteration: 18 ELBO: -96404.5 tau: 1.573285 beta: 32.70043 diff 0.0001682949 Iteration: 19 ELBO: -96390.66 tau: 1.572984 beta: 35.84714 diff 0.0001435887 Iteration: 20 ELBO: -96378.8 tau: 1.572668 beta: 39.01935 diff 0.0001229847 Iteration: 21 ELBO: -96368.6 tau: 1.572345 beta: 42.19881 diff 0.0001058245 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97227.06 tau: 1.600028 beta: 1.888332 diff Inf Iteration: 2 ELBO: -96307.91 tau: 1.60559 beta: 2.227024 diff 0.009453629 Iteration: 3 ELBO: -96005.09 tau: 1.614129 beta: 2.731206 diff 0.003144295 Iteration: 4 ELBO: -95804.72 tau: 1.620951 beta: 3.387338 diff 0.002086998 Iteration: 5 ELBO: -95658.97 tau: 1.625033 beta: 4.209438 diff 0.001521332 Iteration: 6 ELBO: -95544.19 tau: 1.627509 beta: 5.210753 diff 0.001199971 Iteration: 7 ELBO: -95450.95 tau: 1.629042 beta: 6.403279 diff 0.0009758547 Iteration: 8 ELBO: -95374.21 tau: 1.629953 beta: 7.797508 diff 0.0008039233 Iteration: 9 ELBO: -95310.46 tau: 1.630429 beta: 9.401501 diff 0.0006684694 Iteration: 10 ELBO: -95257.04 tau: 1.630596 beta: 11.22023 diff 0.0005604865 Iteration: 11 ELBO: -95211.89 tau: 1.630547 beta: 13.25488 diff 0.0004739861 Iteration: 12 ELBO: -95173.41 tau: 1.630351 beta: 15.5025 diff 0.0004041722 Iteration: 13 ELBO: -95140.35 tau: 1.630057 beta: 17.95619 diff 0.0003472742 Iteration: 14 ELBO: -95111.76 tau: 1.629703 beta: 20.60558 diff 0.0003005035 Iteration: 15 ELBO: -95086.87 tau: 1.629313 beta: 23.43735 diff 0.0002617466 Iteration: 16 ELBO: -95065.06 tau: 1.628907 beta: 26.43574 diff 0.0002293135 Iteration: 17 ELBO: -95045.88 tau: 1.628497 beta: 29.58296 diff 0.0002018054 Iteration: 18 ELBO: -95028.95 tau: 1.62809 beta: 32.85976 diff 0.0001780778 Iteration: 19 ELBO: -95014.01 tau: 1.627688 beta: 36.24606 diff 0.0001572532 Iteration: 20 ELBO: -95000.83 tau: 1.627291 beta: 39.72182 diff 0.0001387348 Iteration: 21 ELBO: -94989.22 tau: 1.626897 beta: 43.26796 diff 0.0001221831 Iteration: 22 ELBO: -94979.02 tau: 1.626503 beta: 46.86699 diff 0.0001074392 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95898.22 tau: 1.65516 beta: 1.851869 diff Inf Iteration: 2 ELBO: -94984.98 tau: 1.660987 beta: 2.182662 diff 0.00952299 Iteration: 3 ELBO: -94711.18 tau: 1.667613 beta: 2.70859 diff 0.002882589 Iteration: 4 ELBO: -94530.1 tau: 1.672722 beta: 3.414971 diff 0.001911881 Iteration: 5 ELBO: -94392.13 tau: 1.675906 beta: 4.313213 diff 0.001459543 Iteration: 6 ELBO: -94278.48 tau: 1.677968 beta: 5.420618 diff 0.00120403 Iteration: 7 ELBO: -94181.48 tau: 1.679396 beta: 6.757568 diff 0.001028928 Iteration: 8 ELBO: -94097.34 tau: 1.680423 beta: 8.3449 diff 0.000893342 Iteration: 9 ELBO: -94023.86 tau: 1.681177 beta: 10.20015 diff 0.0007808393 Iteration: 10 ELBO: -93959.72 tau: 1.681727 beta: 12.33401 diff 0.0006822561 Iteration: 11 ELBO: -93904.08 tau: 1.682112 beta: 14.74817 diff 0.000592089 Iteration: 12 ELBO: -93856.35 tau: 1.682345 beta: 17.43498 diff 0.0005083264 Iteration: 13 ELBO: -93815.86 tau: 1.682435 beta: 20.37846 diff 0.0004314493 Iteration: 14 ELBO: -93781.83 tau: 1.682393 beta: 23.55604 diff 0.0003626848 Iteration: 15 ELBO: -93753.44 tau: 1.682237 beta: 26.94063 diff 0.0003027464 Iteration: 16 ELBO: -93729.85 tau: 1.681984 beta: 30.50261 diff 0.0002515617 Iteration: 17 ELBO: -93710.31 tau: 1.681655 beta: 34.21185 diff 0.000208545 Iteration: 18 ELBO: -93694.11 tau: 1.681269 beta: 38.03916 diff 0.0001728744 Iteration: 19 ELBO: -93680.65 tau: 1.680842 beta: 41.95745 diff 0.0001436333 Iteration: 20 ELBO: -93669.42 tau: 1.680388 beta: 45.94235 diff 0.0001198831 Iteration: 21 ELBO: -93659.98 tau: 1.679919 beta: 49.9726 diff 0.0001007162 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94613.33 tau: 1.709913 beta: 1.909039 diff Inf Iteration: 2 ELBO: -93699.75 tau: 1.715754 beta: 2.242954 diff 0.00965592 Iteration: 3 ELBO: -93415.75 tau: 1.72304 beta: 2.769118 diff 0.00303093 Iteration: 4 ELBO: -93232.12 tau: 1.728633 beta: 3.469035 diff 0.001965764 Iteration: 5 ELBO: -93098.32 tau: 1.731808 beta: 4.359542 diff 0.001435106 Iteration: 6 ELBO: -92992.14 tau: 1.733541 beta: 5.462183 diff 0.001140596 Iteration: 7 ELBO: -92903.7 tau: 1.734506 beta: 6.796908 diff 0.0009509961 Iteration: 8 ELBO: -92828.33 tau: 1.735042 beta: 8.380453 diff 0.0008113015 Iteration: 9 ELBO: -92763.51 tau: 1.735307 beta: 10.22558 diff 0.000698212 Iteration: 10 ELBO: -92707.67 tau: 1.735379 beta: 12.34053 diff 0.0006019953 Iteration: 11 ELBO: -92659.57 tau: 1.7353 beta: 14.72862 diff 0.0005187872 Iteration: 12 ELBO: -92618.17 tau: 1.735102 beta: 17.38802 diff 0.0004468918 Iteration: 13 ELBO: -92582.49 tau: 1.734812 beta: 20.31181 diff 0.0003851608 Iteration: 14 ELBO: -92551.71 tau: 1.734455 beta: 23.48833 diff 0.0003324777 Iteration: 15 ELBO: -92525.08 tau: 1.734051 beta: 26.90163 diff 0.0002876963 Iteration: 16 ELBO: -92501.98 tau: 1.733618 beta: 30.53217 diff 0.0002497081 Iteration: 17 ELBO: -92481.86 tau: 1.733172 beta: 34.35755 diff 0.000217515 Iteration: 18 ELBO: -92464.26 tau: 1.732724 beta: 38.35328 diff 0.0001902676 Iteration: 19 ELBO: -92448.8 tau: 1.732283 beta: 42.49356 diff 0.0001672669 Iteration: 20 ELBO: -92435.12 tau: 1.731857 beta: 46.75197 diff 0.0001479359 Iteration: 21 ELBO: -92422.94 tau: 1.731453 beta: 51.10194 diff 0.0001317807 Iteration: 22 ELBO: -92412 tau: 1.731075 beta: 55.51704 diff 0.0001183509 Iteration: 23 ELBO: -92402.09 tau: 1.730728 beta: 59.97118 diff 0.000107206 After 24 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.092272 [SoftImpute] Iter 1: observed MAE=0.006663 rank=943 [SoftImpute] Iter 2: observed MAE=0.006573 rank=943 [SoftImpute] Iter 3: observed MAE=0.006574 rank=943 [SoftImpute] Iter 4: observed MAE=0.006574 rank=943 [SoftImpute] Iter 5: observed MAE=0.006574 rank=943 [SoftImpute] Iter 6: observed MAE=0.006575 rank=943 [SoftImpute] Iter 7: observed MAE=0.006575 rank=943 [SoftImpute] Iter 8: observed MAE=0.006576 rank=941 [SoftImpute] Iter 9: observed MAE=0.006576 rank=939 [SoftImpute] Iter 10: observed MAE=0.006576 rank=937 [SoftImpute] Iter 11: observed MAE=0.006576 rank=936 [SoftImpute] Iter 12: observed MAE=0.006576 rank=934 [SoftImpute] Iter 13: observed MAE=0.006575 rank=932 [SoftImpute] Iter 14: observed MAE=0.006575 rank=931 [SoftImpute] Iter 15: observed MAE=0.006575 rank=929 [SoftImpute] Iter 16: observed MAE=0.006575 rank=927 [SoftImpute] Iter 17: observed MAE=0.006575 rank=924 [SoftImpute] Iter 18: observed MAE=0.006574 rank=921 [SoftImpute] Iter 19: observed MAE=0.006573 rank=919 [SoftImpute] Iter 20: observed MAE=0.006573 rank=918 [SoftImpute] Iter 21: observed MAE=0.006573 rank=915 [SoftImpute] Iter 22: observed MAE=0.006572 rank=914 [SoftImpute] Iter 23: observed MAE=0.006571 rank=911 [SoftImpute] Iter 24: observed MAE=0.006570 rank=908 [SoftImpute] Iter 25: observed MAE=0.006570 rank=907 [SoftImpute] Iter 26: observed MAE=0.006569 rank=904 [SoftImpute] Iter 27: observed MAE=0.006568 rank=902 [SoftImpute] Iter 28: observed MAE=0.006567 rank=900 [SoftImpute] Iter 29: observed MAE=0.006566 rank=898 [SoftImpute] Iter 30: observed MAE=0.006566 rank=897 [SoftImpute] Iter 31: observed MAE=0.006565 rank=895 [SoftImpute] Iter 32: observed MAE=0.006564 rank=892 [SoftImpute] Iter 33: observed MAE=0.006563 rank=889 [SoftImpute] Iter 34: observed MAE=0.006562 rank=886 [SoftImpute] Iter 35: observed MAE=0.006561 rank=884 [SoftImpute] Iter 36: observed MAE=0.006560 rank=883 [SoftImpute] Iter 37: observed MAE=0.006559 rank=881 [SoftImpute] Iter 38: observed MAE=0.006558 rank=879 [SoftImpute] Iter 39: observed MAE=0.006556 rank=877 [SoftImpute] Iter 40: observed MAE=0.006555 rank=876 [SoftImpute] Iter 41: observed MAE=0.006554 rank=874 [SoftImpute] Iter 42: observed MAE=0.006553 rank=872 [SoftImpute] Iter 43: observed MAE=0.006552 rank=868 [SoftImpute] Iter 44: observed MAE=0.006551 rank=868 [SoftImpute] Iter 45: observed MAE=0.006550 rank=866 [SoftImpute] Iter 46: observed MAE=0.006548 rank=863 [SoftImpute] Iter 47: observed MAE=0.006547 rank=862 [SoftImpute] Iter 48: observed MAE=0.006546 rank=860 [SoftImpute] Iter 49: observed MAE=0.006545 rank=857 [SoftImpute] Iter 50: observed MAE=0.006543 rank=855 [SoftImpute] Iter 51: observed MAE=0.006542 rank=853 [SoftImpute] Iter 52: observed MAE=0.006541 rank=851 [SoftImpute] Iter 53: observed MAE=0.006539 rank=850 [SoftImpute] Iter 54: observed MAE=0.006538 rank=848 [SoftImpute] Iter 55: observed MAE=0.006537 rank=846 [SoftImpute] Iter 56: observed MAE=0.006535 rank=844 [SoftImpute] Iter 57: observed MAE=0.006534 rank=841 [SoftImpute] Iter 58: observed MAE=0.006532 rank=840 [SoftImpute] Iter 59: observed MAE=0.006531 rank=839 [SoftImpute] Iter 60: observed MAE=0.006530 rank=836 [SoftImpute] Iter 61: observed MAE=0.006528 rank=834 [SoftImpute] Iter 62: observed MAE=0.006527 rank=833 [SoftImpute] Iter 63: observed MAE=0.006525 rank=831 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1454 missing, elapsed time: 4.054 Imputing row 101/943 with 1624 missing, elapsed time: 5.550 Imputing row 201/943 with 1363 missing, elapsed time: 7.054 Imputing row 301/943 with 1462 missing, elapsed time: 8.542 Imputing row 401/943 with 1566 missing, elapsed time: 10.010 Imputing row 501/943 with 1627 missing, elapsed time: 11.503 Imputing row 601/943 with 1561 missing, elapsed time: 13.018 Imputing row 701/943 with 1653 missing, elapsed time: 14.517 Imputing row 801/943 with 1660 missing, elapsed time: 16.028 Imputing row 901/943 with 1584 missing, elapsed time: 17.518 [KNN] Warning: 37699/1586126 still missing after imputation, replacing with 0 ########### perturbation 15 start ############ Preprocessing data... 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216455.3 tau: 0.08642226 beta: 0.06465263 diff Inf Iteration: 2 ELBO: -131005.7 tau: 0.6996089 beta: 0.1056359 diff 0.3947676 Iteration: 3 ELBO: -114959.5 tau: 1.091532 beta: 0.4036502 diff 0.1224849 Iteration: 4 ELBO: -112975.9 tau: 1.153553 beta: 0.8213069 diff 0.01725515 Iteration: 5 ELBO: -112544.3 tau: 1.164253 beta: 1.101131 diff 0.00381962 Iteration: 6 ELBO: -112452.8 tau: 1.165716 beta: 1.257459 diff 0.0008132954 Iteration: 7 ELBO: -112433.7 tau: 1.16562 beta: 1.339671 diff 0.0001696407 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108461.9 tau: 1.205533 beta: 1.858569 diff Inf Iteration: 2 ELBO: -107513.2 tau: 1.212573 beta: 2.101447 diff 0.008746788 Iteration: 3 ELBO: -107112.8 tau: 1.22349 beta: 2.434974 diff 0.003724243 Iteration: 4 ELBO: -106664.4 tau: 1.239314 beta: 2.792163 diff 0.004186337 Iteration: 5 ELBO: -106156.3 tau: 1.258064 beta: 3.215975 diff 0.004763068 Iteration: 6 ELBO: -105803 tau: 1.270961 beta: 3.761457 diff 0.003328052 Iteration: 7 ELBO: -105623.5 tau: 1.276831 beta: 4.403374 diff 0.001696828 Iteration: 8 ELBO: -105528.8 tau: 1.279153 beta: 5.11469 diff 0.0008969764 Iteration: 9 ELBO: -105468.8 tau: 1.280073 beta: 5.882808 diff 0.000568436 Iteration: 10 ELBO: -105424.8 tau: 1.280421 beta: 6.702462 diff 0.0004164205 Iteration: 11 ELBO: -105389.8 tau: 1.280512 beta: 7.57064 diff 0.0003322942 Iteration: 12 ELBO: -105360.5 tau: 1.280482 beta: 8.483679 diff 0.0002781157 Iteration: 13 ELBO: -105335.4 tau: 1.280399 beta: 9.436325 diff 0.0002382999 Iteration: 14 ELBO: -105313.7 tau: 1.28029 beta: 10.42178 diff 0.000206012 Iteration: 15 ELBO: -105294.9 tau: 1.280172 beta: 11.43205 diff 0.0001782767 Iteration: 16 ELBO: -105278.7 tau: 1.280049 beta: 12.45839 diff 0.0001537672 Iteration: 17 ELBO: -105264.8 tau: 1.279925 beta: 13.49176 diff 0.0001318739 Iteration: 18 ELBO: -105253 tau: 1.279799 beta: 14.52326 diff 0.0001123223 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105116.4 tau: 1.311455 beta: 1.859911 diff Inf Iteration: 2 ELBO: -104123.9 tau: 1.319342 beta: 2.132706 diff 0.009441732 Iteration: 3 ELBO: -103763.4 tau: 1.329693 beta: 2.540425 diff 0.003462185 Iteration: 4 ELBO: -103502.6 tau: 1.338741 beta: 3.06955 diff 0.002513306 Iteration: 5 ELBO: -103308.7 tau: 1.344938 beta: 3.73709 diff 0.001873082 Iteration: 6 ELBO: -103160.8 tau: 1.348929 beta: 4.55732 diff 0.001432412 Iteration: 7 ELBO: -103046.8 tau: 1.351401 beta: 5.537129 diff 0.001104676 Iteration: 8 ELBO: -102958.6 tau: 1.352844 beta: 6.677411 diff 0.0008558429 Iteration: 9 ELBO: -102889.6 tau: 1.353607 beta: 7.975332 diff 0.0006705476 Iteration: 10 ELBO: -102834.6 tau: 1.353932 beta: 9.425862 diff 0.0005340512 Iteration: 11 ELBO: -102790.1 tau: 1.353982 beta: 11.02249 diff 0.0004328271 Iteration: 12 ELBO: -102753.5 tau: 1.353862 beta: 12.75722 diff 0.0003564177 Iteration: 13 ELBO: -102722.9 tau: 1.353639 beta: 14.62025 diff 0.0002971873 Iteration: 14 ELBO: -102697.3 tau: 1.353357 beta: 16.59992 diff 0.0002498992 Iteration: 15 ELBO: -102675.6 tau: 1.353039 beta: 18.68278 diff 0.0002111794 Iteration: 16 ELBO: -102657.2 tau: 1.352702 beta: 20.85394 diff 0.0001789049 Iteration: 17 ELBO: -102641.6 tau: 1.352356 beta: 23.09746 diff 0.0001517091 Iteration: 18 ELBO: -102628.4 tau: 1.352006 beta: 25.39691 diff 0.0001286646 Iteration: 19 ELBO: -102617.2 tau: 1.351657 beta: 27.73584 diff 0.0001091005 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103116.8 tau: 1.378677 beta: 1.881444 diff Inf Iteration: 2 ELBO: -102144 tau: 1.386335 beta: 2.170897 diff 0.009434403 Iteration: 3 ELBO: -101788.6 tau: 1.397562 beta: 2.576143 diff 0.003479073 Iteration: 4 ELBO: -101561.9 tau: 1.405919 beta: 3.094693 diff 0.002227084 Iteration: 5 ELBO: -101410.4 tau: 1.410404 beta: 3.749736 diff 0.001491345 Iteration: 6 ELBO: -101293.5 tau: 1.412979 beta: 4.554292 diff 0.001153216 Iteration: 7 ELBO: -101194.7 tau: 1.414772 beta: 5.513682 diff 0.0009748489 Iteration: 8 ELBO: -101108.4 tau: 1.416202 beta: 6.628913 diff 0.0008527853 Iteration: 9 ELBO: -101032.4 tau: 1.417407 beta: 7.8968 diff 0.0007524639 Iteration: 10 ELBO: -100965.5 tau: 1.418439 beta: 9.307352 diff 0.0006621485 Iteration: 11 ELBO: -100907.5 tau: 1.419309 beta: 10.84306 diff 0.0005743573 Iteration: 12 ELBO: -100858.4 tau: 1.419995 beta: 12.48275 diff 0.0004858816 Iteration: 13 ELBO: -100817.8 tau: 1.420494 beta: 14.20387 diff 0.0004027079 Iteration: 14 ELBO: -100784.6 tau: 1.42083 beta: 15.98438 diff 0.0003295025 Iteration: 15 ELBO: -100757.8 tau: 1.421018 beta: 17.80633 diff 0.0002662818 Iteration: 16 ELBO: -100736.3 tau: 1.421074 beta: 19.65694 diff 0.0002133877 Iteration: 17 ELBO: -100719 tau: 1.421023 beta: 21.5263 diff 0.0001711827 Iteration: 18 ELBO: -100705.1 tau: 1.420894 beta: 23.40497 diff 0.0001384943 Iteration: 19 ELBO: -100693.7 tau: 1.420714 beta: 25.28314 diff 0.0001132321 After 20 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101096.9 tau: 1.451107 beta: 1.864059 diff Inf Iteration: 2 ELBO: -100158.1 tau: 1.457973 beta: 2.160571 diff 0.009286349 Iteration: 3 ELBO: -99855.69 tau: 1.466272 beta: 2.610054 diff 0.003019166 Iteration: 4 ELBO: -99659.4 tau: 1.47259 beta: 3.194392 diff 0.001965739 Iteration: 5 ELBO: -99516.31 tau: 1.476488 beta: 3.922385 diff 0.001435869 Iteration: 6 ELBO: -99403.42 tau: 1.47895 beta: 4.803417 diff 0.00113431 Iteration: 7 ELBO: -99311.01 tau: 1.480549 beta: 5.845823 diff 0.0009297232 Iteration: 8 ELBO: -99233.89 tau: 1.481582 beta: 7.056722 diff 0.0007764892 Iteration: 9 ELBO: -99168.82 tau: 1.48222 beta: 8.44189 diff 0.0006557041 Iteration: 10 ELBO: -99113.49 tau: 1.48257 beta: 10.00586 diff 0.0005579575 Iteration: 11 ELBO: -99066.08 tau: 1.482706 beta: 11.75159 diff 0.000478342 Iteration: 12 ELBO: -99025.11 tau: 1.482688 beta: 13.67967 diff 0.0004135786 Iteration: 13 ELBO: -98989.4 tau: 1.482562 beta: 15.78788 diff 0.000360665 Iteration: 14 ELBO: -98958.03 tau: 1.482363 beta: 18.07116 diff 0.0003168662 Iteration: 15 ELBO: -98930.34 tau: 1.482116 beta: 20.52194 diff 0.0002798408 Iteration: 16 ELBO: -98905.83 tau: 1.481837 beta: 23.13071 diff 0.0002477454 Iteration: 17 ELBO: -98884.13 tau: 1.481533 beta: 25.88672 diff 0.0002193484 Iteration: 18 ELBO: -98864.95 tau: 1.481209 beta: 28.7785 diff 0.0001940034 Iteration: 19 ELBO: -98848 tau: 1.480869 beta: 31.79422 diff 0.0001714352 Iteration: 20 ELBO: -98833.03 tau: 1.480518 beta: 34.92158 diff 0.0001514846 Iteration: 21 ELBO: -98819.79 tau: 1.48016 beta: 38.14765 diff 0.0001339547 Iteration: 22 ELBO: -98808.07 tau: 1.479801 beta: 41.45863 diff 0.0001185695 Iteration: 23 ELBO: -98797.69 tau: 1.479446 beta: 44.83976 diff 0.0001050049 After 24 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99651.72 tau: 1.506722 beta: 1.822593 diff Inf Iteration: 2 ELBO: -98694.28 tau: 1.513882 beta: 2.11757 diff 0.0096079 Iteration: 3 ELBO: -98397.16 tau: 1.521975 beta: 2.579679 diff 0.00301052 Iteration: 4 ELBO: -98206.39 tau: 1.527782 beta: 3.196862 diff 0.00193878 Iteration: 5 ELBO: -98065.56 tau: 1.531234 beta: 3.980515 diff 0.001434012 Iteration: 6 ELBO: -97953.23 tau: 1.533349 beta: 4.944304 diff 0.001145483 Iteration: 7 ELBO: -97860.51 tau: 1.534679 beta: 6.101769 diff 0.0009465329 Iteration: 8 ELBO: -97782.51 tau: 1.535502 beta: 7.46517 diff 0.0007970268 Iteration: 9 ELBO: -97715.96 tau: 1.535986 beta: 9.044206 diff 0.0006806606 Iteration: 10 ELBO: -97658.44 tau: 1.536252 beta: 10.84463 diff 0.0005886604 Iteration: 11 ELBO: -97608.13 tau: 1.536388 beta: 12.86688 diff 0.0005150679 Iteration: 12 ELBO: -97563.77 tau: 1.536455 beta: 15.10511 diff 0.0004545032 Iteration: 13 ELBO: -97524.58 tau: 1.536485 beta: 17.5472 diff 0.0004017009 Iteration: 14 ELBO: -97490.19 tau: 1.536477 beta: 20.1761 diff 0.0003526384 Iteration: 15 ELBO: -97460.36 tau: 1.53642 beta: 22.97174 diff 0.0003059668 Iteration: 16 ELBO: -97434.77 tau: 1.536303 beta: 25.91227 diff 0.0002625632 Iteration: 17 ELBO: -97412.98 tau: 1.536126 beta: 28.97477 diff 0.0002236307 Iteration: 18 ELBO: -97394.5 tau: 1.535896 beta: 32.13585 diff 0.0001896712 Iteration: 19 ELBO: -97378.87 tau: 1.535623 beta: 35.37241 diff 0.0001605783 Iteration: 20 ELBO: -97365.63 tau: 1.535317 beta: 38.66256 diff 0.0001359439 Iteration: 21 ELBO: -97354.41 tau: 1.534988 beta: 41.98633 diff 0.0001152555 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98152.19 tau: 1.563868 beta: 1.870778 diff Inf Iteration: 2 ELBO: -97234.76 tau: 1.568913 beta: 2.211426 diff 0.009346971 Iteration: 3 ELBO: -96956.73 tau: 1.575512 beta: 2.731735 diff 0.002859455 Iteration: 4 ELBO: -96768.72 tau: 1.581125 beta: 3.405945 diff 0.001939112 Iteration: 5 ELBO: -96629.64 tau: 1.584623 beta: 4.248802 diff 0.001437211 Iteration: 6 ELBO: -96520.61 tau: 1.586654 beta: 5.281873 diff 0.001128274 Iteration: 7 ELBO: -96431.49 tau: 1.587829 beta: 6.524206 diff 0.0009233317 Iteration: 8 ELBO: -96356.67 tau: 1.588512 beta: 7.989269 diff 0.0007758956 Iteration: 9 ELBO: -96292.89 tau: 1.588896 beta: 9.68438 diff 0.0006619406 Iteration: 10 ELBO: -96238.04 tau: 1.589089 beta: 11.61071 diff 0.0005696494 Iteration: 11 ELBO: -96190.69 tau: 1.589157 beta: 13.7637 diff 0.0004920286 Iteration: 12 ELBO: -96149.83 tau: 1.589129 beta: 16.13454 diff 0.0004247203 Iteration: 13 ELBO: -96114.65 tau: 1.589017 beta: 18.71217 diff 0.0003659097 Iteration: 14 ELBO: -96084.34 tau: 1.58883 beta: 21.48454 diff 0.0003153381 Iteration: 15 ELBO: -96058.12 tau: 1.588582 beta: 24.43915 diff 0.0002728504 Iteration: 16 ELBO: -96035.29 tau: 1.58829 beta: 27.56334 diff 0.0002377432 Iteration: 17 ELBO: -96015.22 tau: 1.58797 beta: 30.84465 diff 0.0002089072 Iteration: 18 ELBO: -95997.45 tau: 1.587635 beta: 34.27136 diff 0.0001851338 Iteration: 19 ELBO: -95981.58 tau: 1.587293 beta: 37.83277 diff 0.0001653047 Iteration: 20 ELBO: -95967.33 tau: 1.58695 beta: 41.51926 diff 0.0001484855 Iteration: 21 ELBO: -95954.47 tau: 1.586607 beta: 45.32203 diff 0.0001339698 Iteration: 22 ELBO: -95942.83 tau: 1.586267 beta: 49.23262 diff 0.000121279 Iteration: 23 ELBO: -95932.27 tau: 1.585929 beta: 53.24265 diff 0.0001101155 Iteration: 24 ELBO: -95922.65 tau: 1.585595 beta: 57.34389 diff 0.0001002958 After 25 iteration ends!
R[write to console]: Factor 7 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.268311 [SoftImpute] Iter 1: observed MAE=0.006662 rank=943 [SoftImpute] Iter 2: observed MAE=0.006571 rank=943 [SoftImpute] Iter 3: observed MAE=0.006571 rank=943 [SoftImpute] Iter 4: observed MAE=0.006572 rank=943 [SoftImpute] Iter 5: observed MAE=0.006572 rank=943 [SoftImpute] Iter 6: observed MAE=0.006572 rank=943 [SoftImpute] Iter 7: observed MAE=0.006573 rank=942 [SoftImpute] Iter 8: observed MAE=0.006573 rank=941 [SoftImpute] Iter 9: observed MAE=0.006573 rank=940 [SoftImpute] Iter 10: observed MAE=0.006573 rank=938 [SoftImpute] Iter 11: observed MAE=0.006573 rank=936 [SoftImpute] Iter 12: observed MAE=0.006573 rank=934 [SoftImpute] Iter 13: observed MAE=0.006573 rank=932 [SoftImpute] Iter 14: observed MAE=0.006572 rank=930 [SoftImpute] Iter 15: observed MAE=0.006572 rank=928 [SoftImpute] Iter 16: observed MAE=0.006572 rank=927 [SoftImpute] Iter 17: observed MAE=0.006571 rank=923 [SoftImpute] Iter 18: observed MAE=0.006571 rank=922 [SoftImpute] Iter 19: observed MAE=0.006570 rank=921 [SoftImpute] Iter 20: observed MAE=0.006570 rank=920 [SoftImpute] Iter 21: observed MAE=0.006570 rank=918 [SoftImpute] Iter 22: observed MAE=0.006569 rank=916 [SoftImpute] Iter 23: observed MAE=0.006568 rank=913 [SoftImpute] Iter 24: observed MAE=0.006567 rank=911 [SoftImpute] Iter 25: observed MAE=0.006567 rank=908 [SoftImpute] Iter 26: observed MAE=0.006566 rank=906 [SoftImpute] Iter 27: observed MAE=0.006565 rank=904 [SoftImpute] Iter 28: observed MAE=0.006564 rank=902 [SoftImpute] Iter 29: observed MAE=0.006563 rank=900 [SoftImpute] Iter 30: observed MAE=0.006562 rank=897 [SoftImpute] Iter 31: observed MAE=0.006561 rank=896 [SoftImpute] Iter 32: observed MAE=0.006561 rank=894 [SoftImpute] Iter 33: observed MAE=0.006560 rank=892 [SoftImpute] Iter 34: observed MAE=0.006559 rank=890 [SoftImpute] Iter 35: observed MAE=0.006558 rank=888 [SoftImpute] Iter 36: observed MAE=0.006557 rank=886 [SoftImpute] Iter 37: observed MAE=0.006556 rank=884 [SoftImpute] Iter 38: observed MAE=0.006555 rank=882 [SoftImpute] Iter 39: observed MAE=0.006553 rank=879 [SoftImpute] Iter 40: observed MAE=0.006552 rank=877 [SoftImpute] Iter 41: observed MAE=0.006551 rank=875 [SoftImpute] Iter 42: observed MAE=0.006550 rank=872 [SoftImpute] Iter 43: observed MAE=0.006548 rank=870 [SoftImpute] Iter 44: observed MAE=0.006547 rank=868 [SoftImpute] Iter 45: observed MAE=0.006546 rank=866 [SoftImpute] Iter 46: observed MAE=0.006544 rank=865 [SoftImpute] Iter 47: observed MAE=0.006543 rank=863 [SoftImpute] Iter 48: observed MAE=0.006542 rank=861 [SoftImpute] Iter 49: observed MAE=0.006541 rank=859 [SoftImpute] Iter 50: observed MAE=0.006540 rank=857 [SoftImpute] Iter 51: observed MAE=0.006538 rank=854 [SoftImpute] Iter 52: observed MAE=0.006537 rank=853 [SoftImpute] Iter 53: observed MAE=0.006536 rank=851 [SoftImpute] Iter 54: observed MAE=0.006534 rank=849 [SoftImpute] Iter 55: observed MAE=0.006532 rank=846 [SoftImpute] Iter 56: observed MAE=0.006531 rank=845 [SoftImpute] Iter 57: observed MAE=0.006530 rank=842 [SoftImpute] Iter 58: observed MAE=0.006528 rank=842 [SoftImpute] Iter 59: observed MAE=0.006527 rank=841 [SoftImpute] Iter 60: observed MAE=0.006526 rank=839 [SoftImpute] Iter 61: observed MAE=0.006524 rank=837 [SoftImpute] Iter 62: observed MAE=0.006523 rank=835 [SoftImpute] Iter 63: observed MAE=0.006521 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1456 missing, elapsed time: 4.098 Imputing row 101/943 with 1627 missing, elapsed time: 5.593 Imputing row 201/943 with 1372 missing, elapsed time: 7.108 Imputing row 301/943 with 1454 missing, elapsed time: 8.593 Imputing row 401/943 with 1561 missing, elapsed time: 10.063 Imputing row 501/943 with 1622 missing, elapsed time: 11.549 Imputing row 601/943 with 1569 missing, elapsed time: 13.058 Imputing row 701/943 with 1652 missing, elapsed time: 14.556 Imputing row 801/943 with 1666 missing, elapsed time: 16.054 Imputing row 901/943 with 1583 missing, elapsed time: 17.538 [KNN] Warning: 32923/1586126 still missing after imputation, replacing with 0 ########### perturbation 16 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215712.7 tau: 0.08815104 beta: 0.05861472 diff Inf Iteration: 2 ELBO: -129660 tau: 0.7244457 beta: 0.09885625 diff 0.3989227 Iteration: 3 ELBO: -114771.2 tau: 1.098067 beta: 0.3793556 diff 0.1148296 Iteration: 4 ELBO: -113088.6 tau: 1.151149 beta: 0.7588913 diff 0.01466002 Iteration: 5 ELBO: -112723.8 tau: 1.159795 beta: 1.008573 diff 0.003226337 Iteration: 6 ELBO: -112646.3 tau: 1.160855 beta: 1.146528 diff 0.000687457 Iteration: 7 ELBO: -112630 tau: 1.160699 beta: 1.21846 diff 0.0001446616 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108629.7 tau: 1.200415 beta: 1.854544 diff Inf Iteration: 2 ELBO: -107675.9 tau: 1.207377 beta: 2.104103 diff 0.008780148 Iteration: 3 ELBO: -107305.2 tau: 1.217092 beta: 2.469925 diff 0.003443366 Iteration: 4 ELBO: -106971.9 tau: 1.228163 beta: 2.918264 diff 0.003105815 Iteration: 5 ELBO: -106604.2 tau: 1.240888 beta: 3.436494 diff 0.003437464 Iteration: 6 ELBO: -106208.1 tau: 1.254903 beta: 4.022081 diff 0.003715329 Iteration: 7 ELBO: -105890.1 tau: 1.26623 beta: 4.6834 diff 0.00299407 Iteration: 8 ELBO: -105703.1 tau: 1.272619 beta: 5.410014 diff 0.00176591 Iteration: 9 ELBO: -105606.1 tau: 1.275358 beta: 6.188303 diff 0.0009180344 Iteration: 10 ELBO: -105550 tau: 1.276384 beta: 7.011127 diff 0.0005313371 Iteration: 11 ELBO: -105511.7 tau: 1.27673 beta: 7.873619 diff 0.0003628157 Iteration: 12 ELBO: -105482.3 tau: 1.276806 beta: 8.771511 diff 0.0002784736 Iteration: 13 ELBO: -105458.3 tau: 1.276768 beta: 9.699855 diff 0.0002274788 Iteration: 14 ELBO: -105438.1 tau: 1.27668 beta: 10.65252 diff 0.0001910839 Iteration: 15 ELBO: -105421 tau: 1.276568 beta: 11.62235 diff 0.0001621616 Iteration: 16 ELBO: -105406.5 tau: 1.276443 beta: 12.60149 diff 0.0001378705 Iteration: 17 ELBO: -105394.2 tau: 1.276311 beta: 13.58183 diff 0.0001169828 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105216.9 tau: 1.30818 beta: 1.856749 diff Inf Iteration: 2 ELBO: -104232.9 tau: 1.315681 beta: 2.132064 diff 0.009352409 Iteration: 3 ELBO: -103881.5 tau: 1.325874 beta: 2.538055 diff 0.003371395 Iteration: 4 ELBO: -103634.6 tau: 1.334317 beta: 3.064535 diff 0.002376506 Iteration: 5 ELBO: -103452.9 tau: 1.339772 beta: 3.733924 diff 0.001753055 Iteration: 6 ELBO: -103308.9 tau: 1.343385 beta: 4.562649 diff 0.001392344 Iteration: 7 ELBO: -103191.1 tau: 1.3459 beta: 5.561701 diff 0.001140369 Iteration: 8 ELBO: -103096 tau: 1.347599 beta: 6.736321 diff 0.0009219537 Iteration: 9 ELBO: -103020.8 tau: 1.348622 beta: 8.085623 diff 0.0007289578 Iteration: 10 ELBO: -102961.7 tau: 1.349129 beta: 9.604072 diff 0.0005733966 Iteration: 11 ELBO: -102914.7 tau: 1.349285 beta: 11.28356 diff 0.0004564589 Iteration: 12 ELBO: -102876.7 tau: 1.349222 beta: 13.1139 diff 0.0003697503 Iteration: 13 ELBO: -102845.4 tau: 1.349028 beta: 15.0825 diff 0.0003039069 Iteration: 14 ELBO: -102819.5 tau: 1.348759 beta: 17.17443 diff 0.000252176 Iteration: 15 ELBO: -102797.9 tau: 1.348445 beta: 19.37277 diff 0.0002103968 Iteration: 16 ELBO: -102779.8 tau: 1.348106 beta: 21.65928 diff 0.0001760597 Iteration: 17 ELBO: -102764.6 tau: 1.347755 beta: 24.01499 diff 0.0001475647 Iteration: 18 ELBO: -102751.9 tau: 1.347399 beta: 26.42082 diff 0.0001238046 Iteration: 19 ELBO: -102741.2 tau: 1.347044 beta: 28.85824 diff 0.0001039528 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103251.5 tau: 1.374093 beta: 1.874094 diff Inf Iteration: 2 ELBO: -102281.9 tau: 1.381393 beta: 2.167859 diff 0.009390335 Iteration: 3 ELBO: -101951 tau: 1.391397 beta: 2.587545 diff 0.003235201 Iteration: 4 ELBO: -101750.4 tau: 1.398345 beta: 3.122434 diff 0.001967601 Iteration: 5 ELBO: -101618.4 tau: 1.401856 beta: 3.788741 diff 0.001297449 Iteration: 6 ELBO: -101519.9 tau: 1.403614 beta: 4.598393 diff 0.0009692655 Iteration: 7 ELBO: -101440 tau: 1.404545 beta: 5.56109 diff 0.000786813 Iteration: 8 ELBO: -101371.7 tau: 1.405086 beta: 6.683797 diff 0.0006733507 Iteration: 9 ELBO: -101311.2 tau: 1.405461 beta: 7.969647 diff 0.0005972803 Iteration: 10 ELBO: -101255.9 tau: 1.405797 beta: 9.417444 diff 0.000545038 Iteration: 11 ELBO: -101204.2 tau: 1.406179 beta: 11.02139 diff 0.0005107853 Iteration: 12 ELBO: -101154.5 tau: 1.406672 beta: 12.77109 diff 0.0004908252 Iteration: 13 ELBO: -101106 tau: 1.407315 beta: 14.65174 diff 0.0004801984 Iteration: 14 ELBO: -101058.3 tau: 1.408111 beta: 16.64373 diff 0.0004714084 Iteration: 15 ELBO: -101012.3 tau: 1.409025 beta: 18.7218 diff 0.0004555 Iteration: 16 ELBO: -100969.3 tau: 1.409981 beta: 20.8555 diff 0.0004256955 Iteration: 17 ELBO: -100930.7 tau: 1.410895 beta: 23.01147 diff 0.0003816326 Iteration: 18 ELBO: -100897.6 tau: 1.411702 beta: 25.15645 diff 0.0003287909 Iteration: 19 ELBO: -100869.9 tau: 1.412369 beta: 27.26073 diff 0.0002739945 Iteration: 20 ELBO: -100847.4 tau: 1.412892 beta: 29.30048 diff 0.0002228459 Iteration: 21 ELBO: -100829.4 tau: 1.413281 beta: 31.25838 diff 0.0001788828 Iteration: 22 ELBO: -100815 tau: 1.413561 beta: 33.12338 diff 0.0001431647 Iteration: 23 ELBO: -100803.4 tau: 1.413755 beta: 34.89042 diff 0.0001148623 After 24 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101315.2 tau: 1.443339 beta: 1.858598 diff Inf Iteration: 2 ELBO: -100399 tau: 1.449006 beta: 2.171361 diff 0.009042155 Iteration: 3 ELBO: -100103.9 tau: 1.45629 beta: 2.646541 diff 0.00293964 Iteration: 4 ELBO: -99903.88 tau: 1.462448 beta: 3.257936 diff 0.00199818 Iteration: 5 ELBO: -99755.2 tau: 1.466524 beta: 4.010398 diff 0.001488272 Iteration: 6 ELBO: -99635.96 tau: 1.469308 beta: 4.908815 diff 0.001195376 Iteration: 7 ELBO: -99536.95 tau: 1.471328 beta: 5.957481 diff 0.0009936631 Iteration: 8 ELBO: -99454.06 tau: 1.472795 beta: 7.162134 diff 0.0008328052 Iteration: 9 ELBO: -99383.9 tau: 1.473843 beta: 8.527815 diff 0.0007053803 Iteration: 10 ELBO: -99323.74 tau: 1.474598 beta: 10.05673 diff 0.0006053576 Iteration: 11 ELBO: -99271.87 tau: 1.47513 beta: 11.74865 diff 0.0005222448 Iteration: 12 ELBO: -99227.4 tau: 1.475464 beta: 13.60253 diff 0.0004479788 Iteration: 13 ELBO: -99189.64 tau: 1.475607 beta: 15.61613 diff 0.0003805342 Iteration: 14 ELBO: -99157.72 tau: 1.475583 beta: 17.78414 diff 0.000321834 Iteration: 15 ELBO: -99130.63 tau: 1.475429 beta: 20.09762 diff 0.0002731441 Iteration: 16 ELBO: -99107.46 tau: 1.475185 beta: 22.54484 diff 0.0002337476 Iteration: 17 ELBO: -99087.45 tau: 1.474884 beta: 25.11224 diff 0.0002019148 Iteration: 18 ELBO: -99070.03 tau: 1.474551 beta: 27.78501 diff 0.0001758319 Iteration: 19 ELBO: -99054.77 tau: 1.474202 beta: 30.54748 diff 0.000154005 Iteration: 20 ELBO: -99041.36 tau: 1.473848 beta: 33.38352 diff 0.0001353448 Iteration: 21 ELBO: -99029.56 tau: 1.473496 beta: 36.2768 diff 0.0001191122 Iteration: 22 ELBO: -99019.18 tau: 1.473149 beta: 39.21124 diff 0.000104821 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99807.12 tau: 1.500674 beta: 1.832013 diff Inf Iteration: 2 ELBO: -98854.62 tau: 1.507144 beta: 2.137721 diff 0.009543365 Iteration: 3 ELBO: -98547 tau: 1.515609 beta: 2.607864 diff 0.003111882 Iteration: 4 ELBO: -98351.07 tau: 1.521823 beta: 3.224177 diff 0.001988203 Iteration: 5 ELBO: -98212.76 tau: 1.525298 beta: 3.994958 diff 0.001406234 Iteration: 6 ELBO: -98107.31 tau: 1.527144 beta: 4.934475 diff 0.001073688 Iteration: 7 ELBO: -98022.55 tau: 1.528091 beta: 6.056642 diff 0.0008639742 Iteration: 8 ELBO: -97951.79 tau: 1.528553 beta: 7.372425 diff 0.0007218735 Iteration: 9 ELBO: -97891.31 tau: 1.528754 beta: 8.88798 diff 0.000617466 Iteration: 10 ELBO: -97839.01 tau: 1.52881 beta: 10.60403 diff 0.000534283 Iteration: 11 ELBO: -97793.6 tau: 1.528776 beta: 12.51601 diff 0.0004641144 Iteration: 12 ELBO: -97754.15 tau: 1.528681 beta: 14.61465 diff 0.0004033294 Iteration: 13 ELBO: -97719.9 tau: 1.528539 beta: 16.88673 diff 0.0003504518 Iteration: 14 ELBO: -97690.13 tau: 1.528362 beta: 19.316 diff 0.0003046041 Iteration: 15 ELBO: -97664.25 tau: 1.528161 beta: 21.88427 diff 0.0002648984 Iteration: 16 ELBO: -97641.74 tau: 1.52794 beta: 24.57242 diff 0.0002304966 Iteration: 17 ELBO: -97622.14 tau: 1.527704 beta: 27.36141 diff 0.0002007036 Iteration: 18 ELBO: -97605.06 tau: 1.527456 beta: 30.23296 diff 0.0001749526 Iteration: 19 ELBO: -97590.15 tau: 1.527197 beta: 33.17022 diff 0.0001527893 Iteration: 20 ELBO: -97577.09 tau: 1.52693 beta: 36.15841 diff 0.0001338676 Iteration: 21 ELBO: -97565.58 tau: 1.526655 beta: 39.18549 diff 0.0001179268 Iteration: 22 ELBO: -97555.36 tau: 1.526375 beta: 42.24256 diff 0.00010475 After 23 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98380.25 tau: 1.555315 beta: 1.846586 diff Inf Iteration: 2 ELBO: -97443.57 tau: 1.562387 beta: 2.15125 diff 0.009521061 Iteration: 3 ELBO: -97156.29 tau: 1.57004 beta: 2.630303 diff 0.002948153 Iteration: 4 ELBO: -96973.46 tau: 1.575515 beta: 3.265223 diff 0.001881791 Iteration: 5 ELBO: -96840.93 tau: 1.578599 beta: 4.065318 diff 0.001366724 Iteration: 6 ELBO: -96736.02 tau: 1.580352 beta: 5.04389 diff 0.001083229 Iteration: 7 ELBO: -96649.47 tau: 1.581355 beta: 6.214933 diff 0.0008947167 Iteration: 8 ELBO: -96576.46 tau: 1.581895 beta: 7.591134 diff 0.0007554596 Iteration: 9 ELBO: -96513.95 tau: 1.582139 beta: 9.181972 diff 0.0006472072 Iteration: 10 ELBO: -96459.89 tau: 1.582195 beta: 10.99236 diff 0.0005601972 Iteration: 11 ELBO: -96412.76 tau: 1.582135 beta: 13.02188 diff 0.0004885559 Iteration: 12 ELBO: -96371.44 tau: 1.582008 beta: 15.26452 diff 0.0004285242 Iteration: 13 ELBO: -96335.08 tau: 1.581845 beta: 17.70912 diff 0.0003773262 Iteration: 14 ELBO: -96303.04 tau: 1.581664 beta: 20.3405 diff 0.0003326227 Iteration: 15 ELBO: -96274.87 tau: 1.581467 beta: 23.14145 diff 0.0002925402 Iteration: 16 ELBO: -96250.22 tau: 1.581248 beta: 26.09429 diff 0.0002559726 Iteration: 17 ELBO: -96228.79 tau: 1.580999 beta: 29.18168 diff 0.0002226375 Iteration: 18 ELBO: -96210.25 tau: 1.580714 beta: 32.38672 diff 0.0001927097 Iteration: 19 ELBO: -96194.24 tau: 1.580393 beta: 35.69314 diff 0.0001663821 Iteration: 20 ELBO: -96180.42 tau: 1.580041 beta: 39.08574 diff 0.0001436587 Iteration: 21 ELBO: -96168.46 tau: 1.579661 beta: 42.55083 diff 0.0001243471 Iteration: 22 ELBO: -96158.06 tau: 1.579263 beta: 46.07653 diff 0.0001081198 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97066.11 tau: 1.606444 beta: 1.893944 diff Inf Iteration: 2 ELBO: -96159.09 tau: 1.611689 beta: 2.245849 diff 0.009344402 Iteration: 3 ELBO: -95869.79 tau: 1.61936 beta: 2.769019 diff 0.003008474 Iteration: 4 ELBO: -95671.38 tau: 1.625878 beta: 3.444054 diff 0.002069598 Iteration: 5 ELBO: -95522.43 tau: 1.630071 beta: 4.289241 diff 0.001556917 Iteration: 6 ELBO: -95403.88 tau: 1.632691 beta: 5.323721 diff 0.001241029 Iteration: 7 ELBO: -95306.25 tau: 1.634391 beta: 6.561503 diff 0.001023393 Iteration: 8 ELBO: -95224.54 tau: 1.635518 beta: 8.012797 diff 0.0008573032 Iteration: 9 ELBO: -95155.69 tau: 1.636249 beta: 9.684428 diff 0.0007230837 Iteration: 10 ELBO: -95097.41 tau: 1.636689 beta: 11.57929 diff 0.0006123775 Iteration: 11 ELBO: -95047.92 tau: 1.636911 beta: 13.69606 diff 0.0005204366 Iteration: 12 ELBO: -95005.76 tau: 1.636966 beta: 16.02934 diff 0.0004435864 Iteration: 13 ELBO: -94969.78 tau: 1.636893 beta: 18.56977 diff 0.0003786957 Iteration: 14 ELBO: -94939.09 tau: 1.63672 beta: 21.30402 diff 0.0003231978 Iteration: 15 ELBO: -94912.95 tau: 1.636466 beta: 24.21504 diff 0.0002752874 Iteration: 16 ELBO: -94890.75 tau: 1.636147 beta: 27.28303 diff 0.0002338795 Iteration: 17 ELBO: -94871.93 tau: 1.635775 beta: 30.48666 diff 0.0001983359 Iteration: 18 ELBO: -94855.98 tau: 1.635361 beta: 33.80446 diff 0.0001681777 Iteration: 19 ELBO: -94842.42 tau: 1.634917 beta: 37.21587 diff 0.0001429049 Iteration: 20 ELBO: -94830.86 tau: 1.634453 beta: 40.70192 diff 0.0001219363 Iteration: 21 ELBO: -94820.94 tau: 1.633978 beta: 44.2455 diff 0.0001046363 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95710.33 tau: 1.662955 beta: 1.857159 diff Inf Iteration: 2 ELBO: -94793.99 tau: 1.668473 beta: 2.203801 diff 0.009574139 Iteration: 3 ELBO: -94512.95 tau: 1.67539 beta: 2.747121 diff 0.0029647 Iteration: 4 ELBO: -94323.35 tau: 1.681108 beta: 3.463257 diff 0.002006086 Iteration: 5 ELBO: -94179.78 tau: 1.684824 beta: 4.364618 diff 0.001522085 Iteration: 6 ELBO: -94064.03 tau: 1.687166 beta: 5.469441 diff 0.001229106 Iteration: 7 ELBO: -93966.96 tau: 1.68872 beta: 6.793704 diff 0.001031905 Iteration: 8 ELBO: -93884.25 tau: 1.689802 beta: 8.350327 diff 0.0008801943 Iteration: 9 ELBO: -93813.52 tau: 1.690563 beta: 10.14823 diff 0.0007533853 Iteration: 10 ELBO: -93753.2 tau: 1.691077 beta: 12.19149 diff 0.0006430111 Iteration: 11 ELBO: -93702.04 tau: 1.691377 beta: 14.47922 diff 0.0005456901 Iteration: 12 ELBO: -93658.85 tau: 1.691485 beta: 17.00579 diff 0.0004609241 Iteration: 13 ELBO: -93622.44 tau: 1.69143 beta: 19.76081 diff 0.0003887426 Iteration: 14 ELBO: -93591.72 tau: 1.691246 beta: 22.72912 diff 0.0003281197 Iteration: 15 ELBO: -93565.77 tau: 1.690963 beta: 25.89139 diff 0.0002773135 Iteration: 16 ELBO: -93543.81 tau: 1.690609 beta: 29.22529 diff 0.0002346303 Iteration: 17 ELBO: -93525.23 tau: 1.690203 beta: 32.70688 diff 0.0001986964 Iteration: 18 ELBO: -93509.47 tau: 1.689759 beta: 36.31204 diff 0.0001684327 Iteration: 19 ELBO: -93496.1 tau: 1.68929 beta: 40.01765 diff 0.0001429772 Iteration: 20 ELBO: -93484.73 tau: 1.688804 beta: 43.80236 diff 0.000121619 Iteration: 21 ELBO: -93475.03 tau: 1.688309 beta: 47.64711 diff 0.0001037498 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94417.91 tau: 1.718379 beta: 1.912584 diff Inf Iteration: 2 ELBO: -93517.91 tau: 1.723336 beta: 2.260083 diff 0.009532013 Iteration: 3 ELBO: -93244.81 tau: 1.729558 beta: 2.809783 diff 0.002920331 Iteration: 4 ELBO: -93062.47 tau: 1.734656 beta: 3.548366 diff 0.001955469 Iteration: 5 ELBO: -92924.48 tau: 1.737835 beta: 4.497198 diff 0.00148278 Iteration: 6 ELBO: -92811.98 tau: 1.739814 beta: 5.680544 diff 0.001210732 Iteration: 7 ELBO: -92716.85 tau: 1.741121 beta: 7.119728 diff 0.001024972 Iteration: 8 ELBO: -92635.46 tau: 1.742005 beta: 8.832226 diff 0.0008778386 Iteration: 9 ELBO: -92565.85 tau: 1.742569 beta: 10.83146 diff 0.0007513893 Iteration: 10 ELBO: -92506.6 tau: 1.742864 beta: 13.12649 diff 0.0006401117 Iteration: 11 ELBO: -92456.37 tau: 1.742932 beta: 15.72104 diff 0.0005430222 Iteration: 12 ELBO: -92413.87 tau: 1.74282 beta: 18.61233 diff 0.0004596102 Iteration: 13 ELBO: -92377.95 tau: 1.742569 beta: 21.79064 diff 0.0003886932 Iteration: 14 ELBO: -92347.58 tau: 1.742215 beta: 25.23999 diff 0.0003287449 Iteration: 15 ELBO: -92321.88 tau: 1.741787 beta: 28.9396 diff 0.000278282 Iteration: 16 ELBO: -92300.1 tau: 1.741307 beta: 32.86557 diff 0.0002359936 Iteration: 17 ELBO: -92281.57 tau: 1.74079 beta: 36.99257 diff 0.000200737 Iteration: 18 ELBO: -92265.74 tau: 1.740251 beta: 41.29523 diff 0.0001715047 Iteration: 19 ELBO: -92252.14 tau: 1.739699 beta: 45.74928 diff 0.0001473997 Iteration: 20 ELBO: -92240.37 tau: 1.739145 beta: 50.33231 diff 0.0001276238 Iteration: 21 ELBO: -92230.09 tau: 1.738595 beta: 55.02423 diff 0.000111473 After 22 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.540944 [SoftImpute] Iter 1: observed MAE=0.006674 rank=943 [SoftImpute] Iter 2: observed MAE=0.006587 rank=943 [SoftImpute] Iter 3: observed MAE=0.006587 rank=943 [SoftImpute] Iter 4: observed MAE=0.006588 rank=943 [SoftImpute] Iter 5: observed MAE=0.006588 rank=943 [SoftImpute] Iter 6: observed MAE=0.006588 rank=943 [SoftImpute] Iter 7: observed MAE=0.006589 rank=943 [SoftImpute] Iter 8: observed MAE=0.006589 rank=942 [SoftImpute] Iter 9: observed MAE=0.006589 rank=941 [SoftImpute] Iter 10: observed MAE=0.006589 rank=939 [SoftImpute] Iter 11: observed MAE=0.006590 rank=938 [SoftImpute] Iter 12: observed MAE=0.006589 rank=936 [SoftImpute] Iter 13: observed MAE=0.006589 rank=935 [SoftImpute] Iter 14: observed MAE=0.006589 rank=933 [SoftImpute] Iter 15: observed MAE=0.006589 rank=930 [SoftImpute] Iter 16: observed MAE=0.006589 rank=928 [SoftImpute] Iter 17: observed MAE=0.006588 rank=927 [SoftImpute] Iter 18: observed MAE=0.006588 rank=925 [SoftImpute] Iter 19: observed MAE=0.006587 rank=923 [SoftImpute] Iter 20: observed MAE=0.006587 rank=921 [SoftImpute] Iter 21: observed MAE=0.006587 rank=919 [SoftImpute] Iter 22: observed MAE=0.006586 rank=917 [SoftImpute] Iter 23: observed MAE=0.006585 rank=914 [SoftImpute] Iter 24: observed MAE=0.006585 rank=913 [SoftImpute] Iter 25: observed MAE=0.006584 rank=911 [SoftImpute] Iter 26: observed MAE=0.006583 rank=909 [SoftImpute] Iter 27: observed MAE=0.006583 rank=907 [SoftImpute] Iter 28: observed MAE=0.006582 rank=904 [SoftImpute] Iter 29: observed MAE=0.006581 rank=902 [SoftImpute] Iter 30: observed MAE=0.006580 rank=900 [SoftImpute] Iter 31: observed MAE=0.006579 rank=899 [SoftImpute] Iter 32: observed MAE=0.006579 rank=897 [SoftImpute] Iter 33: observed MAE=0.006578 rank=894 [SoftImpute] Iter 34: observed MAE=0.006577 rank=892 [SoftImpute] Iter 35: observed MAE=0.006576 rank=890 [SoftImpute] Iter 36: observed MAE=0.006575 rank=887 [SoftImpute] Iter 37: observed MAE=0.006573 rank=886 [SoftImpute] Iter 38: observed MAE=0.006573 rank=885 [SoftImpute] Iter 39: observed MAE=0.006572 rank=882 [SoftImpute] Iter 40: observed MAE=0.006570 rank=880 [SoftImpute] Iter 41: observed MAE=0.006569 rank=879 [SoftImpute] Iter 42: observed MAE=0.006568 rank=876 [SoftImpute] Iter 43: observed MAE=0.006567 rank=874 [SoftImpute] Iter 44: observed MAE=0.006566 rank=872 [SoftImpute] Iter 45: observed MAE=0.006565 rank=871 [SoftImpute] Iter 46: observed MAE=0.006564 rank=869 [SoftImpute] Iter 47: observed MAE=0.006562 rank=866 [SoftImpute] Iter 48: observed MAE=0.006561 rank=864 [SoftImpute] Iter 49: observed MAE=0.006560 rank=861 [SoftImpute] Iter 50: observed MAE=0.006558 rank=860 [SoftImpute] Iter 51: observed MAE=0.006557 rank=858 [SoftImpute] Iter 52: observed MAE=0.006556 rank=857 [SoftImpute] Iter 53: observed MAE=0.006554 rank=855 [SoftImpute] Iter 54: observed MAE=0.006553 rank=853 [SoftImpute] Iter 55: observed MAE=0.006552 rank=850 [SoftImpute] Iter 56: observed MAE=0.006550 rank=849 [SoftImpute] Iter 57: observed MAE=0.006549 rank=848 [SoftImpute] Iter 58: observed MAE=0.006548 rank=846 [SoftImpute] Iter 59: observed MAE=0.006547 rank=844 [SoftImpute] Iter 60: observed MAE=0.006545 rank=842 [SoftImpute] Iter 61: observed MAE=0.006544 rank=841 [SoftImpute] Iter 62: observed MAE=0.006542 rank=838 [SoftImpute] Iter 63: observed MAE=0.006541 rank=836 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1473 missing, elapsed time: 4.040 Imputing row 101/943 with 1630 missing, elapsed time: 5.548 Imputing row 201/943 with 1371 missing, elapsed time: 7.076 Imputing row 301/943 with 1469 missing, elapsed time: 8.584 Imputing row 401/943 with 1552 missing, elapsed time: 10.069 Imputing row 501/943 with 1627 missing, elapsed time: 11.566 Imputing row 601/943 with 1569 missing, elapsed time: 13.082 Imputing row 701/943 with 1656 missing, elapsed time: 14.605 Imputing row 801/943 with 1667 missing, elapsed time: 16.134 Imputing row 901/943 with 1587 missing, elapsed time: 17.640 [KNN] Warning: 28968/1586126 still missing after imputation, replacing with 0 ########### perturbation 17 start ############ Preprocessing data... 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0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216398.4 tau: 0.08651279 beta: 0.06519032 diff Inf Iteration: 2 ELBO: -129945.7 tau: 0.7185098 beta: 0.1044187 diff 0.399507 Iteration: 3 ELBO: -114705.2 tau: 1.098973 beta: 0.4014192 diff 0.1172835 Iteration: 4 ELBO: -113036.3 tau: 1.151634 beta: 0.8254133 diff 0.01454926 Iteration: 5 ELBO: -112677.6 tau: 1.160058 beta: 1.105762 diff 0.003174009 Iteration: 6 ELBO: -112602.1 tau: 1.161064 beta: 1.259746 diff 0.000669231 Iteration: 7 ELBO: -112586.4 tau: 1.1609 beta: 1.33957 diff 0.0001399616 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108626.9 tau: 1.20066 beta: 1.850509 diff Inf Iteration: 2 ELBO: -107676.4 tau: 1.207863 beta: 2.078919 diff 0.00875089 Iteration: 3 ELBO: -107285.6 tau: 1.218674 beta: 2.396089 diff 0.003628544 Iteration: 4 ELBO: -106906.7 tau: 1.231744 beta: 2.778815 diff 0.003532511 Iteration: 5 ELBO: -106467.5 tau: 1.247212 beta: 3.246899 diff 0.004108259 Iteration: 6 ELBO: -106077.4 tau: 1.260998 beta: 3.842387 diff 0.003663411 Iteration: 7 ELBO: -105847.4 tau: 1.268701 beta: 4.541971 diff 0.002168256 Iteration: 8 ELBO: -105726 tau: 1.272048 beta: 5.305242 diff 0.00114736 Iteration: 9 ELBO: -105652.9 tau: 1.273471 beta: 6.116372 diff 0.0006914739 Iteration: 10 ELBO: -105601.3 tau: 1.274137 beta: 6.970396 diff 0.0004882713 Iteration: 11 ELBO: -105561.2 tau: 1.274485 beta: 7.863737 diff 0.0003796886 Iteration: 12 ELBO: -105528.7 tau: 1.274667 beta: 8.792778 diff 0.0003078275 Iteration: 13 ELBO: -105501.9 tau: 1.274739 beta: 9.753653 diff 0.0002535441 Iteration: 14 ELBO: -105479.7 tau: 1.274732 beta: 10.74178 diff 0.0002104141 Iteration: 15 ELBO: -105461.2 tau: 1.274669 beta: 11.75127 diff 0.0001756129 Iteration: 16 ELBO: -105445.7 tau: 1.274569 beta: 12.77486 diff 0.0001471762 Iteration: 17 ELBO: -105432.7 tau: 1.274447 beta: 13.80441 diff 0.0001235944 Iteration: 18 ELBO: -105421.7 tau: 1.274312 beta: 14.8315 diff 0.0001038015 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105294.7 tau: 1.30534 beta: 1.875372 diff Inf Iteration: 2 ELBO: -104322.1 tau: 1.311814 beta: 2.165298 diff 0.00923674 Iteration: 3 ELBO: -103953.1 tau: 1.322621 beta: 2.577284 diff 0.003537517 Iteration: 4 ELBO: -103689 tau: 1.332187 beta: 3.097911 diff 0.002539973 Iteration: 5 ELBO: -103500 tau: 1.338403 beta: 3.752057 diff 0.001822989 Iteration: 6 ELBO: -103359.4 tau: 1.342193 beta: 4.558916 diff 0.001358258 Iteration: 7 ELBO: -103250.8 tau: 1.34451 beta: 5.526105 diff 0.001051237 Iteration: 8 ELBO: -103164.9 tau: 1.345929 beta: 6.651116 diff 0.0008313111 Iteration: 9 ELBO: -103096.7 tau: 1.346756 beta: 7.925943 diff 0.0006610595 Iteration: 10 ELBO: -103042.6 tau: 1.347148 beta: 9.343438 diff 0.0005249709 Iteration: 11 ELBO: -102999.3 tau: 1.347224 beta: 10.89784 diff 0.0004200501 Iteration: 12 ELBO: -102964.2 tau: 1.347095 beta: 12.58178 diff 0.000341341 Iteration: 13 ELBO: -102935.2 tau: 1.346841 beta: 14.38549 diff 0.0002811503 Iteration: 14 ELBO: -102911.2 tau: 1.346514 beta: 16.29702 diff 0.0002337868 Iteration: 15 ELBO: -102891 tau: 1.346145 beta: 18.30266 diff 0.0001956431 Iteration: 16 ELBO: -102874.1 tau: 1.345753 beta: 20.38748 diff 0.0001644117 Iteration: 17 ELBO: -102859.9 tau: 1.345352 beta: 22.53587 diff 0.0001385592 Iteration: 18 ELBO: -102847.8 tau: 1.344949 beta: 24.73212 diff 0.0001170143 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103307.9 tau: 1.372005 beta: 1.886077 diff Inf Iteration: 2 ELBO: -102366.9 tau: 1.377908 beta: 2.203926 diff 0.009108201 Iteration: 3 ELBO: -102057.9 tau: 1.386295 beta: 2.666928 diff 0.003018574 Iteration: 4 ELBO: -101856.8 tau: 1.392848 beta: 3.259108 diff 0.001970266 Iteration: 5 ELBO: -101712 tau: 1.396807 beta: 3.992757 diff 0.001422315 Iteration: 6 ELBO: -101595.3 tau: 1.399376 beta: 4.877639 diff 0.001147256 Iteration: 7 ELBO: -101495.9 tau: 1.401263 beta: 5.919879 diff 0.0009779337 Iteration: 8 ELBO: -101409.1 tau: 1.402781 beta: 7.121256 diff 0.0008553716 Iteration: 9 ELBO: -101331.3 tau: 1.404128 beta: 8.476205 diff 0.0007673859 Iteration: 10 ELBO: -101259.9 tau: 1.405455 beta: 9.969855 diff 0.0007047135 Iteration: 11 ELBO: -101194.5 tau: 1.406785 beta: 11.584 diff 0.0006459652 Iteration: 12 ELBO: -101136.3 tau: 1.408008 beta: 13.30564 diff 0.0005748542 Iteration: 13 ELBO: -101086.3 tau: 1.409014 beta: 15.12354 diff 0.0004943228 Iteration: 14 ELBO: -101044.4 tau: 1.409769 beta: 17.02133 diff 0.0004142404 Iteration: 15 ELBO: -101010 tau: 1.410293 beta: 18.97756 diff 0.0003408109 Iteration: 16 ELBO: -100982.1 tau: 1.41062 beta: 20.96986 diff 0.0002761726 Iteration: 17 ELBO: -100959.8 tau: 1.410783 beta: 22.97869 diff 0.0002210891 Iteration: 18 ELBO: -100942 tau: 1.410814 beta: 24.98843 diff 0.0001759833 Iteration: 19 ELBO: -100927.8 tau: 1.410747 beta: 26.9867 diff 0.0001403309 Iteration: 20 ELBO: -100916.5 tau: 1.410612 beta: 28.96345 diff 0.0001126451 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101401.1 tau: 1.440665 beta: 1.83584 diff Inf Iteration: 2 ELBO: -100460.7 tau: 1.448013 beta: 2.110471 diff 0.0092736 Iteration: 3 ELBO: -100151.5 tau: 1.456497 beta: 2.534954 diff 0.003078339 Iteration: 4 ELBO: -99951.53 tau: 1.462931 beta: 3.099144 diff 0.001996429 Iteration: 5 ELBO: -99811.33 tau: 1.466625 beta: 3.814908 diff 0.001402657 Iteration: 6 ELBO: -99704.36 tau: 1.468681 beta: 4.690475 diff 0.001071735 Iteration: 7 ELBO: -99618.12 tau: 1.469829 beta: 5.734437 diff 0.0008649646 Iteration: 8 ELBO: -99546.29 tau: 1.470446 beta: 6.956687 diff 0.0007210321 Iteration: 9 ELBO: -99485.22 tau: 1.470737 beta: 8.36625 diff 0.0006134406 Iteration: 10 ELBO: -99432.63 tau: 1.470824 beta: 9.969406 diff 0.0005286099 Iteration: 11 ELBO: -99387.03 tau: 1.470775 beta: 11.76886 diff 0.0004586642 Iteration: 12 ELBO: -99347.36 tau: 1.470633 beta: 13.76362 diff 0.0003990692 Iteration: 13 ELBO: -99312.85 tau: 1.470421 beta: 15.94917 diff 0.0003474245 Iteration: 14 ELBO: -99282.81 tau: 1.470158 beta: 18.31778 diff 0.0003024773 Iteration: 15 ELBO: -99256.66 tau: 1.469857 beta: 20.85869 diff 0.0002633934 Iteration: 16 ELBO: -99233.88 tau: 1.46953 beta: 23.55847 diff 0.0002294461 Iteration: 17 ELBO: -99214.04 tau: 1.469187 beta: 26.40146 diff 0.0001999818 Iteration: 18 ELBO: -99196.73 tau: 1.468835 beta: 29.37021 diff 0.0001744391 Iteration: 19 ELBO: -99181.62 tau: 1.468481 beta: 32.44593 diff 0.0001523339 Iteration: 20 ELBO: -99168.41 tau: 1.468131 beta: 35.6089 diff 0.0001332286 Iteration: 21 ELBO: -99156.83 tau: 1.467788 beta: 38.83884 diff 0.0001167128 Iteration: 22 ELBO: -99146.68 tau: 1.467455 beta: 42.11532 diff 0.0001024034 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99956.21 tau: 1.495026 beta: 1.830485 diff Inf Iteration: 2 ELBO: -98987.71 tau: 1.502592 beta: 2.11768 diff 0.009689206 Iteration: 3 ELBO: -98673.67 tau: 1.511903 beta: 2.551429 diff 0.003172549 Iteration: 4 ELBO: -98484.07 tau: 1.517972 beta: 3.133459 diff 0.001921504 Iteration: 5 ELBO: -98352.29 tau: 1.521009 beta: 3.877905 diff 0.001338048 Iteration: 6 ELBO: -98248.36 tau: 1.522644 beta: 4.794416 diff 0.001056791 Iteration: 7 ELBO: -98161.88 tau: 1.523614 beta: 5.891995 diff 0.0008801918 Iteration: 8 ELBO: -98088.5 tau: 1.52421 beta: 7.177936 diff 0.0007475393 Iteration: 9 ELBO: -98025.84 tau: 1.52456 beta: 8.655854 diff 0.0006387654 Iteration: 10 ELBO: -97972.29 tau: 1.524731 beta: 10.32464 diff 0.0005463336 Iteration: 11 ELBO: -97926.55 tau: 1.524766 beta: 12.17847 diff 0.0004668472 Iteration: 12 ELBO: -97887.54 tau: 1.524694 beta: 14.20722 diff 0.0003983394 Iteration: 13 ELBO: -97854.31 tau: 1.524538 beta: 16.39682 diff 0.0003394664 Iteration: 14 ELBO: -97826.02 tau: 1.524317 beta: 18.72988 diff 0.0002891114 Iteration: 15 ELBO: -97801.94 tau: 1.524048 beta: 21.1865 diff 0.0002461929 Iteration: 16 ELBO: -97781.43 tau: 1.523746 beta: 23.7454 diff 0.0002096433 Iteration: 17 ELBO: -97763.98 tau: 1.523418 beta: 26.38501 diff 0.0001784831 Iteration: 18 ELBO: -97749.13 tau: 1.523072 beta: 29.08455 diff 0.0001519 Iteration: 19 ELBO: -97736.5 tau: 1.522712 beta: 31.82463 diff 0.0001292662 Iteration: 20 ELBO: -97725.74 tau: 1.522342 beta: 34.58758 diff 0.0001100897 After 21 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98478.28 tau: 1.55064 beta: 1.886892 diff Inf Iteration: 2 ELBO: -97571.02 tau: 1.555363 beta: 2.231405 diff 0.00921277 Iteration: 3 ELBO: -97289.52 tau: 1.562015 beta: 2.753745 diff 0.002885079 Iteration: 4 ELBO: -97095.73 tau: 1.568003 beta: 3.427876 diff 0.001991884 Iteration: 5 ELBO: -96949.81 tau: 1.572048 beta: 4.270385 diff 0.001502834 Iteration: 6 ELBO: -96833.85 tau: 1.574638 beta: 5.303157 diff 0.001196096 Iteration: 7 ELBO: -96737.89 tau: 1.57634 beta: 6.543363 diff 0.0009910249 Iteration: 8 ELBO: -96656.44 tau: 1.577509 beta: 8.002123 diff 0.0008419857 Iteration: 9 ELBO: -96586.52 tau: 1.578332 beta: 9.6843 diff 0.0007233087 Iteration: 10 ELBO: -96526.36 tau: 1.578905 beta: 11.58869 diff 0.0006228778 Iteration: 11 ELBO: -96474.66 tau: 1.579284 beta: 13.7091 diff 0.0005356229 Iteration: 12 ELBO: -96430.34 tau: 1.5795 beta: 16.03605 diff 0.0004594196 Iteration: 13 ELBO: -96392.4 tau: 1.579581 beta: 18.55835 diff 0.0003934727 Iteration: 14 ELBO: -96359.87 tau: 1.57955 beta: 21.26385 diff 0.0003374012 Iteration: 15 ELBO: -96331.87 tau: 1.579434 beta: 24.13973 diff 0.0002905903 Iteration: 16 ELBO: -96307.59 tau: 1.579254 beta: 27.17273 diff 0.000252019 Iteration: 17 ELBO: -96286.36 tau: 1.579032 beta: 30.34967 diff 0.0002204453 Iteration: 18 ELBO: -96267.62 tau: 1.57878 beta: 33.65792 diff 0.0001946342 Iteration: 19 ELBO: -96250.92 tau: 1.57851 beta: 37.08598 diff 0.0001734861 Iteration: 20 ELBO: -96235.9 tau: 1.578229 beta: 40.62382 diff 0.0001560903 Iteration: 21 ELBO: -96222.26 tau: 1.577941 beta: 44.26299 diff 0.0001417218 Iteration: 22 ELBO: -96209.77 tau: 1.57765 beta: 47.99647 diff 0.0001297971 Iteration: 23 ELBO: -96198.24 tau: 1.577358 beta: 51.81833 diff 0.0001198217 Iteration: 24 ELBO: -96187.53 tau: 1.577068 beta: 55.72335 diff 0.0001113558 Iteration: 25 ELBO: -96177.53 tau: 1.576781 beta: 59.70658 diff 0.0001039994 After 26 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97132.74 tau: 1.603916 beta: 1.88496 diff Inf Iteration: 2 ELBO: -96208.68 tau: 1.60969 beta: 2.221233 diff 0.009513399 Iteration: 3 ELBO: -95896.03 tau: 1.618837 beta: 2.718983 diff 0.003249727 Iteration: 4 ELBO: -95687.3 tau: 1.626241 beta: 3.367749 diff 0.002176589 Iteration: 5 ELBO: -95538.31 tau: 1.63054 beta: 4.187026 diff 0.00155708 Iteration: 6 ELBO: -95422.93 tau: 1.633021 beta: 5.194079 diff 0.001207631 Iteration: 7 ELBO: -95330.4 tau: 1.634458 beta: 6.405787 diff 0.0009697613 Iteration: 8 ELBO: -95254.83 tau: 1.635209 beta: 7.83837 diff 0.0007926235 Iteration: 9 ELBO: -95192.19 tau: 1.635496 beta: 9.50442 diff 0.000657606 Iteration: 10 ELBO: -95139.55 tau: 1.635482 beta: 11.41126 diff 0.0005530689 Iteration: 11 ELBO: -95094.88 tau: 1.635272 beta: 13.56091 diff 0.0004694714 Iteration: 12 ELBO: -95056.79 tau: 1.634935 beta: 15.95048 diff 0.000400516 Iteration: 13 ELBO: -95024.22 tau: 1.634511 beta: 18.57254 diff 0.0003426884 Iteration: 14 ELBO: -94996.3 tau: 1.63403 beta: 21.41557 diff 0.0002938571 Iteration: 15 ELBO: -94972.31 tau: 1.633511 beta: 24.46446 diff 0.0002524701 Iteration: 16 ELBO: -94951.67 tau: 1.63297 beta: 27.70136 diff 0.0002173046 Iteration: 17 ELBO: -94933.88 tau: 1.632419 beta: 31.10647 diff 0.0001873815 Iteration: 18 ELBO: -94918.51 tau: 1.631864 beta: 34.659 diff 0.0001619044 Iteration: 19 ELBO: -94905.2 tau: 1.631313 beta: 38.33785 diff 0.000140211 Iteration: 20 ELBO: -94893.65 tau: 1.630769 beta: 42.1224 diff 0.00012174 Iteration: 21 ELBO: -94883.59 tau: 1.630237 beta: 45.9929 diff 0.0001060087 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95817.46 tau: 1.658406 beta: 1.85721 diff Inf Iteration: 2 ELBO: -94892.63 tau: 1.664439 beta: 2.188312 diff 0.009652014 Iteration: 3 ELBO: -94612.88 tau: 1.671722 beta: 2.708757 diff 0.002948091 Iteration: 4 ELBO: -94433.89 tau: 1.676911 beta: 3.409572 diff 0.001891826 Iteration: 5 ELBO: -94299.74 tau: 1.679884 beta: 4.308121 diff 0.001420582 Iteration: 6 ELBO: -94189.88 tau: 1.681684 beta: 5.424354 diff 0.001164941 Iteration: 7 ELBO: -94096.88 tau: 1.682858 beta: 6.776664 diff 0.0009874354 Iteration: 8 ELBO: -94017.3 tau: 1.683651 beta: 8.379582 diff 0.0008456646 Iteration: 9 ELBO: -93949.15 tau: 1.684173 beta: 10.24186 diff 0.000724865 Iteration: 10 ELBO: -93890.97 tau: 1.68448 beta: 12.36588 diff 0.0006192685 Iteration: 11 ELBO: -93841.51 tau: 1.684603 beta: 14.74809 diff 0.0005268417 Iteration: 12 ELBO: -93799.58 tau: 1.684568 beta: 17.38009 diff 0.0004467613 Iteration: 13 ELBO: -93764.09 tau: 1.684398 beta: 20.2498 diff 0.0003783258 Iteration: 14 ELBO: -93734.03 tau: 1.684119 beta: 23.3428 diff 0.0003206521 Iteration: 15 ELBO: -93708.47 tau: 1.683754 beta: 26.64339 diff 0.0002726595 Iteration: 16 ELBO: -93686.63 tau: 1.683324 beta: 30.13554 diff 0.0002331193 Iteration: 17 ELBO: -93667.82 tau: 1.68285 beta: 33.80353 diff 0.0002007412 Iteration: 18 ELBO: -93651.5 tau: 1.682345 beta: 37.63253 diff 0.0001742814 Iteration: 19 ELBO: -93637.2 tau: 1.681824 beta: 41.60889 diff 0.0001526248 Iteration: 20 ELBO: -93624.58 tau: 1.681295 beta: 45.72029 diff 0.0001348183 Iteration: 21 ELBO: -93613.34 tau: 1.680765 beta: 49.95553 diff 0.0001200696 Iteration: 22 ELBO: -93603.25 tau: 1.68024 beta: 54.30428 diff 0.0001077295 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94639.87 tau: 1.708707 beta: 1.917625 diff Inf Iteration: 2 ELBO: -93737.49 tau: 1.712901 beta: 2.28129 diff 0.009534841 Iteration: 3 ELBO: -93457.26 tau: 1.719596 beta: 2.847514 diff 0.002989562 Iteration: 4 ELBO: -93265.41 tau: 1.725593 beta: 3.592114 diff 0.002052835 Iteration: 5 ELBO: -93119.28 tau: 1.729594 beta: 4.531606 diff 0.001566808 Iteration: 6 ELBO: -93001.59 tau: 1.732149 beta: 5.691595 diff 0.001263895 Iteration: 7 ELBO: -92904.02 tau: 1.733766 beta: 7.097903 diff 0.001049121 Iteration: 8 ELBO: -92821.55 tau: 1.734788 beta: 8.772205 diff 0.0008876819 Iteration: 9 ELBO: -92751.05 tau: 1.735433 beta: 10.72919 diff 0.0007594822 Iteration: 10 ELBO: -92690.56 tau: 1.735827 beta: 12.97488 diff 0.0006521737 Iteration: 11 ELBO: -92638.69 tau: 1.736043 beta: 15.506 diff 0.0005596521 Iteration: 12 ELBO: -92594.31 tau: 1.736125 beta: 18.31039 diff 0.0004790259 Iteration: 13 ELBO: -92556.46 tau: 1.736099 beta: 21.36857 diff 0.0004087356 Iteration: 14 ELBO: -92524.27 tau: 1.735983 beta: 24.65592 diff 0.0003477604 Iteration: 15 ELBO: -92496.95 tau: 1.735791 beta: 28.14508 diff 0.0002952777 Iteration: 16 ELBO: -92473.78 tau: 1.735535 beta: 31.80806 diff 0.0002505142 Iteration: 17 ELBO: -92454.11 tau: 1.735224 beta: 35.61792 diff 0.0002126896 Iteration: 18 ELBO: -92437.38 tau: 1.73487 beta: 39.54991 diff 0.0001810037 Iteration: 19 ELBO: -92423.09 tau: 1.73448 beta: 43.58205 diff 0.0001546435 Iteration: 20 ELBO: -92410.81 tau: 1.734066 beta: 47.69547 diff 0.0001328093 Iteration: 21 ELBO: -92400.21 tau: 1.733633 beta: 51.87441 diff 0.0001147519 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93400.39 tau: 1.764084 beta: 1.856732 diff Inf Iteration: 2 ELBO: -92490.34 tau: 1.769653 beta: 2.176159 diff 0.009743498 Iteration: 3 ELBO: -92202.4 tau: 1.77699 beta: 2.681672 diff 0.003113219 Iteration: 4 ELBO: -92009.78 tau: 1.783089 beta: 3.358624 diff 0.002089161 Iteration: 5 ELBO: -91864.27 tau: 1.786993 beta: 4.224221 diff 0.001581414 Iteration: 6 ELBO: -91745.95 tau: 1.789492 beta: 5.298982 diff 0.00128794 Iteration: 7 ELBO: -91646.33 tau: 1.791164 beta: 6.602297 diff 0.001085843 Iteration: 8 ELBO: -91561.33 tau: 1.792299 beta: 8.152062 diff 0.0009275341 Iteration: 9 ELBO: -91488.52 tau: 1.793048 beta: 9.963212 diff 0.0007952192 Iteration: 10 ELBO: -91426.18 tau: 1.793504 beta: 12.04556 diff 0.0006813227 Iteration: 11 ELBO: -91372.97 tau: 1.793729 beta: 14.40202 diff 0.0005820243 Iteration: 12 ELBO: -91327.72 tau: 1.793771 beta: 17.02774 diff 0.0004952247 Iteration: 13 ELBO: -91289.39 tau: 1.793665 beta: 19.91017 diff 0.0004196502 Iteration: 14 ELBO: -91257.05 tau: 1.793442 beta: 23.02981 diff 0.0003543374 Iteration: 15 ELBO: -91229.82 tau: 1.793129 beta: 26.36163 diff 0.0002983587 Iteration: 16 ELBO: -91206.94 tau: 1.792745 beta: 29.87666 diff 0.0002507444 Iteration: 17 ELBO: -91187.74 tau: 1.792311 beta: 33.54381 diff 0.0002105088 Iteration: 18 ELBO: -91171.63 tau: 1.791841 beta: 37.33151 diff 0.0001766952 Iteration: 19 ELBO: -91158.1 tau: 1.791347 beta: 41.20908 diff 0.0001484053 Iteration: 20 ELBO: -91146.72 tau: 1.79084 beta: 45.1477 diff 0.0001248162 Iteration: 21 ELBO: -91137.14 tau: 1.790327 beta: 49.12112 diff 0.0001051909 After 22 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92137.52 tau: 1.821144 beta: 1.843305 diff Inf Iteration: 2 ELBO: -91230.78 tau: 1.825278 beta: 2.203376 diff 0.009841076 Iteration: 3 ELBO: -90955.79 tau: 1.831665 beta: 2.767033 diff 0.003014249 Iteration: 4 ELBO: -90766.16 tau: 1.837398 beta: 3.520679 diff 0.002084872 Iteration: 5 ELBO: -90619.93 tau: 1.841198 beta: 4.488723 diff 0.001611084 Iteration: 6 ELBO: -90500.57 tau: 1.843588 beta: 5.703276 diff 0.001317098 Iteration: 7 ELBO: -90400.57 tau: 1.845069 beta: 7.196661 diff 0.001105013 Iteration: 8 ELBO: -90315.65 tau: 1.845963 beta: 8.997397 diff 0.0009393392 Iteration: 9 ELBO: -90243.01 tau: 1.846476 beta: 11.12752 diff 0.0008042882 Iteration: 10 ELBO: -90180.67 tau: 1.846732 beta: 13.60104 diff 0.0006908351 Iteration: 11 ELBO: -90127.09 tau: 1.846809 beta: 16.4235 diff 0.0005941394 Iteration: 12 ELBO: -90080.98 tau: 1.846757 beta: 19.59236 diff 0.0005116202 Iteration: 13 ELBO: -90041.21 tau: 1.84661 beta: 23.09802 diff 0.0004415293 Iteration: 14 ELBO: -90006.79 tau: 1.846394 beta: 26.92487 diff 0.0003822496 Iteration: 15 ELBO: -89976.89 tau: 1.846131 beta: 31.05272 diff 0.0003321302 Iteration: 16 ELBO: -89950.84 tau: 1.845835 beta: 35.45818 diff 0.0002895786 Iteration: 17 ELBO: -89928.06 tau: 1.845515 beta: 40.11615 diff 0.0002532059 Iteration: 18 ELBO: -89908.1 tau: 1.845177 beta: 45.00127 diff 0.0002219358 Iteration: 19 ELBO: -89890.57 tau: 1.844824 beta: 50.08928 diff 0.0001950314 Iteration: 20 ELBO: -89875.11 tau: 1.844459 beta: 55.35811 diff 0.0001720122 Iteration: 21 ELBO: -89861.4 tau: 1.844085 beta: 60.78869 diff 0.000152504 Iteration: 22 ELBO: -89849.17 tau: 1.843704 beta: 66.36526 diff 0.0001361114 Iteration: 23 ELBO: -89838.17 tau: 1.843322 beta: 72.07528 diff 0.0001223754 Iteration: 24 ELBO: -89828.22 tau: 1.84294 beta: 77.90917 diff 0.0001108018 Iteration: 25 ELBO: -89819.15 tau: 1.842561 beta: 83.85977 diff 0.0001009133 After 26 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.391879 [SoftImpute] Iter 1: observed MAE=0.006668 rank=943 [SoftImpute] Iter 2: observed MAE=0.006579 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006580 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=943 [SoftImpute] Iter 7: observed MAE=0.006581 rank=942 [SoftImpute] Iter 8: observed MAE=0.006582 rank=940 [SoftImpute] Iter 9: observed MAE=0.006582 rank=939 [SoftImpute] Iter 10: observed MAE=0.006582 rank=938 [SoftImpute] Iter 11: observed MAE=0.006582 rank=936 [SoftImpute] Iter 12: observed MAE=0.006582 rank=934 [SoftImpute] Iter 13: observed MAE=0.006582 rank=933 [SoftImpute] Iter 14: observed MAE=0.006582 rank=931 [SoftImpute] Iter 15: observed MAE=0.006581 rank=928 [SoftImpute] Iter 16: observed MAE=0.006581 rank=926 [SoftImpute] Iter 17: observed MAE=0.006580 rank=924 [SoftImpute] Iter 18: observed MAE=0.006580 rank=922 [SoftImpute] Iter 19: observed MAE=0.006579 rank=920 [SoftImpute] Iter 20: observed MAE=0.006579 rank=919 [SoftImpute] Iter 21: observed MAE=0.006578 rank=916 [SoftImpute] Iter 22: observed MAE=0.006578 rank=914 [SoftImpute] Iter 23: observed MAE=0.006577 rank=913 [SoftImpute] Iter 24: observed MAE=0.006577 rank=911 [SoftImpute] Iter 25: observed MAE=0.006576 rank=909 [SoftImpute] Iter 26: observed MAE=0.006575 rank=907 [SoftImpute] Iter 27: observed MAE=0.006574 rank=904 [SoftImpute] Iter 28: observed MAE=0.006574 rank=902 [SoftImpute] Iter 29: observed MAE=0.006573 rank=901 [SoftImpute] Iter 30: observed MAE=0.006572 rank=898 [SoftImpute] Iter 31: observed MAE=0.006571 rank=895 [SoftImpute] Iter 32: observed MAE=0.006570 rank=893 [SoftImpute] Iter 33: observed MAE=0.006569 rank=892 [SoftImpute] Iter 34: observed MAE=0.006568 rank=890 [SoftImpute] Iter 35: observed MAE=0.006567 rank=888 [SoftImpute] Iter 36: observed MAE=0.006566 rank=885 [SoftImpute] Iter 37: observed MAE=0.006565 rank=884 [SoftImpute] Iter 38: observed MAE=0.006565 rank=883 [SoftImpute] Iter 39: observed MAE=0.006563 rank=881 [SoftImpute] Iter 40: observed MAE=0.006562 rank=877 [SoftImpute] Iter 41: observed MAE=0.006561 rank=875 [SoftImpute] Iter 42: observed MAE=0.006560 rank=873 [SoftImpute] Iter 43: observed MAE=0.006559 rank=872 [SoftImpute] Iter 44: observed MAE=0.006558 rank=870 [SoftImpute] Iter 45: observed MAE=0.006556 rank=868 [SoftImpute] Iter 46: observed MAE=0.006555 rank=865 [SoftImpute] Iter 47: observed MAE=0.006554 rank=864 [SoftImpute] Iter 48: observed MAE=0.006553 rank=862 [SoftImpute] Iter 49: observed MAE=0.006551 rank=860 [SoftImpute] Iter 50: observed MAE=0.006550 rank=858 [SoftImpute] Iter 51: observed MAE=0.006549 rank=856 [SoftImpute] Iter 52: observed MAE=0.006547 rank=854 [SoftImpute] Iter 53: observed MAE=0.006546 rank=852 [SoftImpute] Iter 54: observed MAE=0.006545 rank=851 [SoftImpute] Iter 55: observed MAE=0.006543 rank=849 [SoftImpute] Iter 56: observed MAE=0.006542 rank=846 [SoftImpute] Iter 57: observed MAE=0.006540 rank=844 [SoftImpute] Iter 58: observed MAE=0.006539 rank=841 [SoftImpute] Iter 59: observed MAE=0.006537 rank=840 [SoftImpute] Iter 60: observed MAE=0.006536 rank=839 [SoftImpute] Iter 61: observed MAE=0.006534 rank=836 [SoftImpute] Iter 62: observed MAE=0.006533 rank=834 [SoftImpute] Iter 63: observed MAE=0.006531 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1456 missing, elapsed time: 4.065 Imputing row 101/943 with 1630 missing, elapsed time: 5.565 Imputing row 201/943 with 1358 missing, elapsed time: 7.072 Imputing row 301/943 with 1456 missing, elapsed time: 8.553 Imputing row 401/943 with 1556 missing, elapsed time: 10.028 Imputing row 501/943 with 1627 missing, elapsed time: 11.544 Imputing row 601/943 with 1561 missing, elapsed time: 13.051 Imputing row 701/943 with 1655 missing, elapsed time: 14.558 Imputing row 801/943 with 1661 missing, elapsed time: 16.069 Imputing row 901/943 with 1582 missing, elapsed time: 17.562 [KNN] Warning: 36215/1586126 still missing after imputation, replacing with 0 ########### perturbation 18 start ############ Preprocessing data... 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216132.8 tau: 0.08712256 beta: 0.06396866 diff Inf Iteration: 2 ELBO: -129853.7 tau: 0.7203026 beta: 0.1055451 diff 0.3991946 Iteration: 3 ELBO: -114709.6 tau: 1.098826 beta: 0.4087766 diff 0.1166247 Iteration: 4 ELBO: -113017.8 tau: 1.152255 beta: 0.8312928 diff 0.01474818 Iteration: 5 ELBO: -112650.9 tau: 1.160933 beta: 1.109145 diff 0.003246639 Iteration: 6 ELBO: -112572.6 tau: 1.162011 beta: 1.262309 diff 0.0006949003 Iteration: 7 ELBO: -112556 tau: 1.161862 beta: 1.342059 diff 0.000147042 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108596.2 tau: 1.201337 beta: 1.861459 diff Inf Iteration: 2 ELBO: -107664.4 tau: 1.207361 beta: 2.111566 diff 0.008580532 Iteration: 3 ELBO: -107318.1 tau: 1.216179 beta: 2.472356 diff 0.003216461 Iteration: 4 ELBO: -107060.3 tau: 1.224515 beta: 2.929297 diff 0.00240175 Iteration: 5 ELBO: -106848.8 tau: 1.23117 beta: 3.494889 diff 0.001975719 Iteration: 6 ELBO: -106648.4 tau: 1.237188 beta: 4.17568 diff 0.001876101 Iteration: 7 ELBO: -106419.9 tau: 1.244094 beta: 4.972929 diff 0.002141773 Iteration: 8 ELBO: -106144.5 tau: 1.252869 beta: 5.877631 diff 0.002588066 Iteration: 9 ELBO: -105879.3 tau: 1.261722 beta: 6.871416 diff 0.0024984 Iteration: 10 ELBO: -105697.1 tau: 1.267814 beta: 7.92193 diff 0.001720895 Iteration: 11 ELBO: -105593.2 tau: 1.271026 beta: 8.996379 diff 0.0009835021 Iteration: 12 ELBO: -105534.9 tau: 1.272496 beta: 10.07903 diff 0.0005520655 Iteration: 13 ELBO: -105499.6 tau: 1.27309 beta: 11.16687 diff 0.0003347571 Iteration: 14 ELBO: -105475.6 tau: 1.27328 beta: 12.25876 diff 0.0002271436 Iteration: 15 ELBO: -105457.7 tau: 1.27329 beta: 13.35103 diff 0.0001692999 Iteration: 16 ELBO: -105443.7 tau: 1.273222 beta: 14.43778 diff 0.0001334853 Iteration: 17 ELBO: -105432.2 tau: 1.273117 beta: 15.51195 diff 0.0001081656 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105339.2 tau: 1.303904 beta: 1.871783 diff Inf Iteration: 2 ELBO: -104361.9 tau: 1.310884 beta: 2.150038 diff 0.009278185 Iteration: 3 ELBO: -104014.1 tau: 1.321053 beta: 2.548875 diff 0.003332112 Iteration: 4 ELBO: -103775.2 tau: 1.329366 beta: 3.069524 diff 0.002296995 Iteration: 5 ELBO: -103603.3 tau: 1.334621 beta: 3.723018 diff 0.001656585 Iteration: 6 ELBO: -103466 tau: 1.338206 beta: 4.509456 diff 0.001324933 Iteration: 7 ELBO: -103353.4 tau: 1.340728 beta: 5.439727 diff 0.001088546 Iteration: 8 ELBO: -103259.8 tau: 1.342456 beta: 6.527805 diff 0.0009055268 Iteration: 9 ELBO: -103181 tau: 1.343626 beta: 7.783185 diff 0.0007630161 Iteration: 10 ELBO: -103115.2 tau: 1.344367 beta: 9.209086 diff 0.0006381561 Iteration: 11 ELBO: -103060.8 tau: 1.344771 beta: 10.80211 diff 0.0005275108 Iteration: 12 ELBO: -103016 tau: 1.344924 beta: 12.55333 diff 0.00043393 Iteration: 13 ELBO: -102979.3 tau: 1.344899 beta: 14.44979 diff 0.0003569189 Iteration: 14 ELBO: -102949 tau: 1.344751 beta: 16.47616 diff 0.0002938218 Iteration: 15 ELBO: -102924.1 tau: 1.344516 beta: 18.61582 diff 0.0002421164 Iteration: 16 ELBO: -102903.5 tau: 1.34422 beta: 20.85159 diff 0.000199908 Iteration: 17 ELBO: -102886.5 tau: 1.343884 beta: 23.1662 diff 0.0001655869 Iteration: 18 ELBO: -102872.3 tau: 1.343523 beta: 25.54291 diff 0.0001376765 Iteration: 19 ELBO: -102860.5 tau: 1.343149 beta: 27.96578 diff 0.000114909 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103367.2 tau: 1.370252 beta: 1.860696 diff Inf Iteration: 2 ELBO: -102392.5 tau: 1.377584 beta: 2.159975 diff 0.009429539 Iteration: 3 ELBO: -102084.1 tau: 1.386402 beta: 2.609977 diff 0.00301169 Iteration: 4 ELBO: -101898.7 tau: 1.39238 beta: 3.188697 diff 0.00181569 Iteration: 5 ELBO: -101771.2 tau: 1.395592 beta: 3.90206 diff 0.001251129 Iteration: 6 ELBO: -101672.5 tau: 1.397377 beta: 4.760146 diff 0.0009703341 Iteration: 7 ELBO: -101590.8 tau: 1.398451 beta: 5.771422 diff 0.0008033416 Iteration: 8 ELBO: -101520.5 tau: 1.399166 beta: 6.941279 diff 0.0006924448 Iteration: 9 ELBO: -101458.3 tau: 1.399704 beta: 8.271825 diff 0.000612085 Iteration: 10 ELBO: -101402.4 tau: 1.400164 beta: 9.760687 diff 0.0005509453 Iteration: 11 ELBO: -101351.1 tau: 1.400618 beta: 11.39925 diff 0.000505827 Iteration: 12 ELBO: -101302.8 tau: 1.401138 beta: 13.17121 diff 0.0004768072 Iteration: 13 ELBO: -101255.8 tau: 1.401801 beta: 15.05165 diff 0.000463702 Iteration: 14 ELBO: -101208.9 tau: 1.402674 beta: 17.00755 diff 0.000463408 Iteration: 15 ELBO: -101161.5 tau: 1.403791 beta: 19.00127 diff 0.0004683634 Iteration: 16 ELBO: -101114.2 tau: 1.405121 beta: 20.99721 diff 0.0004671911 Iteration: 17 ELBO: -101068.8 tau: 1.406559 beta: 22.96732 diff 0.0004492746 Iteration: 18 ELBO: -101027.3 tau: 1.407968 beta: 24.89109 diff 0.0004108526 Iteration: 19 ELBO: -100991.3 tau: 1.409221 beta: 26.75366 diff 0.0003558458 Iteration: 20 ELBO: -100961.9 tau: 1.41023 beta: 28.54674 diff 0.0002915905 Iteration: 21 ELBO: -100939.1 tau: 1.410955 beta: 30.26909 diff 0.0002262072 Iteration: 22 ELBO: -100922.1 tau: 1.411407 beta: 31.92311 diff 0.0001676501 Iteration: 23 ELBO: -100909.9 tau: 1.411634 beta: 33.51099 diff 0.0001209388 After 24 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101350.5 tau: 1.442447 beta: 1.834588 diff Inf Iteration: 2 ELBO: -100407.5 tau: 1.449705 beta: 2.118703 diff 0.009304484 Iteration: 3 ELBO: -100101.2 tau: 1.458096 beta: 2.559389 diff 0.003050729 Iteration: 4 ELBO: -99901.95 tau: 1.464368 beta: 3.145296 diff 0.001990091 Iteration: 5 ELBO: -99757.12 tau: 1.468146 beta: 3.885883 diff 0.001449701 Iteration: 6 ELBO: -99642.66 tau: 1.470494 beta: 4.788601 diff 0.001147373 Iteration: 7 ELBO: -99548.4 tau: 1.472027 beta: 5.859402 diff 0.0009459879 Iteration: 8 ELBO: -99469.55 tau: 1.47302 beta: 7.106367 diff 0.0007920728 Iteration: 9 ELBO: -99403.12 tau: 1.473598 beta: 8.539979 diff 0.0006678274 Iteration: 10 ELBO: -99346.28 tau: 1.473896 beta: 10.16696 diff 0.0005717772 Iteration: 11 ELBO: -99297.13 tau: 1.474021 beta: 11.98906 diff 0.0004947984 Iteration: 12 ELBO: -99254.52 tau: 1.474033 beta: 14.00255 diff 0.0004291195 Iteration: 13 ELBO: -99217.77 tau: 1.473961 beta: 16.19804 diff 0.0003702582 Iteration: 14 ELBO: -99186.38 tau: 1.473817 beta: 18.56144 diff 0.0003163706 Iteration: 15 ELBO: -99159.84 tau: 1.473605 beta: 21.07541 diff 0.0002675071 Iteration: 16 ELBO: -99137.6 tau: 1.473332 beta: 23.72054 diff 0.0002243469 Iteration: 17 ELBO: -99119.03 tau: 1.473008 beta: 26.47633 diff 0.0001872519 Iteration: 18 ELBO: -99103.57 tau: 1.472645 beta: 29.32215 diff 0.0001560457 Iteration: 19 ELBO: -99090.67 tau: 1.472255 beta: 32.2379 diff 0.0001301678 Iteration: 20 ELBO: -99079.88 tau: 1.471849 beta: 35.2046 diff 0.0001088837 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99833.98 tau: 1.499734 beta: 1.822138 diff Inf Iteration: 2 ELBO: -98866.13 tau: 1.507144 beta: 2.106462 diff 0.009694574 Iteration: 3 ELBO: -98567.3 tau: 1.515544 beta: 2.542978 diff 0.003022609 Iteration: 4 ELBO: -98382.25 tau: 1.521261 beta: 3.121217 diff 0.001877391 Iteration: 5 ELBO: -98251.79 tau: 1.524294 beta: 3.855668 diff 0.001326084 Iteration: 6 ELBO: -98150.69 tau: 1.525869 beta: 4.760444 diff 0.001028968 Iteration: 7 ELBO: -98068.01 tau: 1.526696 beta: 5.846996 diff 0.0008423951 Iteration: 8 ELBO: -97998.51 tau: 1.527112 beta: 7.124225 diff 0.0007087086 Iteration: 9 ELBO: -97939.32 tau: 1.527274 beta: 8.598313 diff 0.0006039564 Iteration: 10 ELBO: -97888.53 tau: 1.527264 beta: 10.27222 diff 0.0005185447 Iteration: 11 ELBO: -97844.66 tau: 1.527137 beta: 12.14531 diff 0.0004481856 Iteration: 12 ELBO: -97806.47 tau: 1.526933 beta: 14.21352 diff 0.0003902865 Iteration: 13 ELBO: -97772.93 tau: 1.526683 beta: 16.46967 diff 0.0003429258 Iteration: 14 ELBO: -97743.16 tau: 1.526412 beta: 18.90398 diff 0.0003045192 Iteration: 15 ELBO: -97716.42 tau: 1.526141 beta: 21.50431 diff 0.0002735926 Iteration: 16 ELBO: -97692.12 tau: 1.525888 beta: 24.25623 diff 0.0002486496 Iteration: 17 ELBO: -97669.83 tau: 1.525664 beta: 27.14291 diff 0.0002281537 Iteration: 18 ELBO: -97649.26 tau: 1.525477 beta: 30.14507 diff 0.0002105844 Iteration: 19 ELBO: -97630.27 tau: 1.525327 beta: 33.24123 diff 0.0001945389 Iteration: 20 ELBO: -97612.8 tau: 1.525206 beta: 36.40844 diff 0.0001788739 Iteration: 21 ELBO: -97596.91 tau: 1.525105 beta: 39.62352 diff 0.0001628661 Iteration: 22 ELBO: -97582.63 tau: 1.525007 beta: 42.86445 diff 0.000146325 Iteration: 23 ELBO: -97569.98 tau: 1.524899 beta: 46.11144 diff 0.0001295752 Iteration: 24 ELBO: -97558.93 tau: 1.524771 beta: 49.34755 diff 0.0001132714 After 25 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98432.68 tau: 1.553145 beta: 1.848198 diff Inf Iteration: 2 ELBO: -97494.26 tau: 1.560155 beta: 2.148711 diff 0.009533655 Iteration: 3 ELBO: -97211.45 tau: 1.567444 beta: 2.621968 diff 0.002900761 Iteration: 4 ELBO: -97031.05 tau: 1.572675 beta: 3.248413 diff 0.001855781 Iteration: 5 ELBO: -96898.31 tau: 1.575704 beta: 4.039624 diff 0.001368035 Iteration: 6 ELBO: -96792.78 tau: 1.577451 beta: 5.011769 diff 0.001089088 Iteration: 7 ELBO: -96705.57 tau: 1.578479 beta: 6.178532 diff 0.0009009404 Iteration: 8 ELBO: -96632.68 tau: 1.579045 beta: 7.552281 diff 0.0007537757 Iteration: 9 ELBO: -96571.94 tau: 1.579231 beta: 9.145143 diff 0.000628512 Iteration: 10 ELBO: -96520.88 tau: 1.579146 beta: 10.9638 diff 0.0005288142 Iteration: 11 ELBO: -96477.48 tau: 1.57889 beta: 13.00934 diff 0.0004496017 Iteration: 12 ELBO: -96440.37 tau: 1.578528 beta: 15.27813 diff 0.0003846851 Iteration: 13 ELBO: -96408.49 tau: 1.578099 beta: 17.76225 diff 0.0003304809 Iteration: 14 ELBO: -96381.04 tau: 1.577629 beta: 20.45005 diff 0.0002847782 Iteration: 15 ELBO: -96357.33 tau: 1.577134 beta: 23.32695 diff 0.0002460135 Iteration: 16 ELBO: -96336.8 tau: 1.576627 beta: 26.37643 diff 0.0002130122 Iteration: 17 ELBO: -96318.99 tau: 1.576115 beta: 29.58122 diff 0.0001848866 Iteration: 18 ELBO: -96303.49 tau: 1.575602 beta: 32.92432 diff 0.0001609569 Iteration: 19 ELBO: -96289.94 tau: 1.575092 beta: 36.38978 diff 0.000140676 Iteration: 20 ELBO: -96278.04 tau: 1.574588 beta: 39.96318 diff 0.0001235771 Iteration: 21 ELBO: -96267.52 tau: 1.574092 beta: 43.63181 diff 0.0001092524 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97215.17 tau: 1.600415 beta: 1.891869 diff Inf Iteration: 2 ELBO: -96303.29 tau: 1.605177 beta: 2.246577 diff 0.009379978 Iteration: 3 ELBO: -96019.38 tau: 1.612311 beta: 2.78575 diff 0.002948091 Iteration: 4 ELBO: -95830.73 tau: 1.618004 beta: 3.499776 diff 0.001964667 Iteration: 5 ELBO: -95689.64 tau: 1.621507 beta: 4.406326 diff 0.001472295 Iteration: 6 ELBO: -95574.62 tau: 1.6238 beta: 5.52183 diff 0.001202024 Iteration: 7 ELBO: -95477.46 tau: 1.625437 beta: 6.859526 diff 0.001016563 Iteration: 8 ELBO: -95394.74 tau: 1.626622 beta: 8.43054 diff 0.0008664389 Iteration: 9 ELBO: -95324.41 tau: 1.627431 beta: 10.24365 diff 0.0007372647 Iteration: 10 ELBO: -95264.62 tau: 1.627925 beta: 12.30342 diff 0.0006271638 Iteration: 11 ELBO: -95213.59 tau: 1.628179 beta: 14.60834 diff 0.0005356548 Iteration: 12 ELBO: -95169.76 tau: 1.628264 beta: 17.15024 diff 0.0004603389 Iteration: 13 ELBO: -95131.9 tau: 1.628234 beta: 19.91481 diff 0.000397827 Iteration: 14 ELBO: -95099.06 tau: 1.628128 beta: 22.88295 diff 0.0003452429 Iteration: 15 ELBO: -95070.46 tau: 1.627968 beta: 26.03188 diff 0.0003007137 Iteration: 16 ELBO: -95045.46 tau: 1.627774 beta: 29.336 diff 0.0002629489 Iteration: 17 ELBO: -95023.53 tau: 1.62756 beta: 32.76769 diff 0.0002307846 Iteration: 18 ELBO: -95004.23 tau: 1.627337 beta: 36.29827 diff 0.0002031195 Iteration: 19 ELBO: -94987.22 tau: 1.627111 beta: 39.89923 diff 0.0001790384 Iteration: 20 ELBO: -94972.22 tau: 1.626885 beta: 43.54333 diff 0.0001578769 Iteration: 21 ELBO: -94959 tau: 1.626662 beta: 47.20563 diff 0.0001391869 Iteration: 22 ELBO: -94947.35 tau: 1.626442 beta: 50.86425 diff 0.0001226673 Iteration: 23 ELBO: -94937.09 tau: 1.626224 beta: 54.5007 diff 0.0001081068 After 24 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95931.23 tau: 1.65303 beta: 1.886649 diff Inf Iteration: 2 ELBO: -95033.8 tau: 1.656962 beta: 2.256792 diff 0.009354983 Iteration: 3 ELBO: -94742.14 tau: 1.664499 beta: 2.810321 diff 0.003068928 Iteration: 4 ELBO: -94546.54 tau: 1.671054 beta: 3.531987 diff 0.002064627 Iteration: 5 ELBO: -94406.93 tau: 1.674832 beta: 4.446659 diff 0.001476592 Iteration: 6 ELBO: -94299 tau: 1.676795 beta: 5.579311 diff 0.001143219 Iteration: 7 ELBO: -94210.74 tau: 1.677815 beta: 6.949525 diff 0.000935956 Iteration: 8 ELBO: -94136.52 tau: 1.678329 beta: 8.57264 diff 0.0007878075 Iteration: 9 ELBO: -94073.28 tau: 1.678541 beta: 10.45935 diff 0.0006717933 Iteration: 10 ELBO: -94019.02 tau: 1.678558 beta: 12.61409 diff 0.0005768026 Iteration: 11 ELBO: -93972.28 tau: 1.67845 beta: 15.03379 diff 0.0004971179 Iteration: 12 ELBO: -93931.95 tau: 1.67826 beta: 17.70772 diff 0.0004291588 Iteration: 13 ELBO: -93897.15 tau: 1.678015 beta: 20.61834 diff 0.0003705431 Iteration: 14 ELBO: -93867.13 tau: 1.677733 beta: 23.7428 diff 0.0003196776 Iteration: 15 ELBO: -93841.27 tau: 1.677423 beta: 27.0549 diff 0.0002754936 Iteration: 16 ELBO: -93819.01 tau: 1.677089 beta: 30.52714 diff 0.0002372579 Iteration: 17 ELBO: -93799.83 tau: 1.676736 beta: 34.13231 diff 0.000204425 Iteration: 18 ELBO: -93783.27 tau: 1.676369 beta: 37.84463 diff 0.0001765139 Iteration: 19 ELBO: -93768.92 tau: 1.675991 beta: 41.64032 diff 0.0001530316 Iteration: 20 ELBO: -93756.4 tau: 1.675609 beta: 45.4978 diff 0.0001334521 Iteration: 21 ELBO: -93745.41 tau: 1.675229 beta: 49.39768 diff 0.0001172348 Iteration: 22 ELBO: -93735.68 tau: 1.674855 beta: 53.32264 diff 0.0001038534 After 23 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.016971 [SoftImpute] Iter 1: observed MAE=0.006670 rank=943 [SoftImpute] Iter 2: observed MAE=0.006582 rank=943 [SoftImpute] Iter 3: observed MAE=0.006582 rank=943 [SoftImpute] Iter 4: observed MAE=0.006583 rank=943 [SoftImpute] Iter 5: observed MAE=0.006583 rank=943 [SoftImpute] Iter 6: observed MAE=0.006583 rank=943 [SoftImpute] Iter 7: observed MAE=0.006584 rank=942 [SoftImpute] Iter 8: observed MAE=0.006584 rank=941 [SoftImpute] Iter 9: observed MAE=0.006584 rank=938 [SoftImpute] Iter 10: observed MAE=0.006584 rank=937 [SoftImpute] Iter 11: observed MAE=0.006584 rank=937 [SoftImpute] Iter 12: observed MAE=0.006584 rank=934 [SoftImpute] Iter 13: observed MAE=0.006584 rank=932 [SoftImpute] Iter 14: observed MAE=0.006584 rank=931 [SoftImpute] Iter 15: observed MAE=0.006584 rank=929 [SoftImpute] Iter 16: observed MAE=0.006583 rank=928 [SoftImpute] Iter 17: observed MAE=0.006583 rank=927 [SoftImpute] Iter 18: observed MAE=0.006583 rank=924 [SoftImpute] Iter 19: observed MAE=0.006582 rank=922 [SoftImpute] Iter 20: observed MAE=0.006582 rank=920 [SoftImpute] Iter 21: observed MAE=0.006582 rank=918 [SoftImpute] Iter 22: observed MAE=0.006581 rank=917 [SoftImpute] Iter 23: observed MAE=0.006580 rank=914 [SoftImpute] Iter 24: observed MAE=0.006579 rank=912 [SoftImpute] Iter 25: observed MAE=0.006579 rank=909 [SoftImpute] Iter 26: observed MAE=0.006578 rank=908 [SoftImpute] Iter 27: observed MAE=0.006577 rank=905 [SoftImpute] Iter 28: observed MAE=0.006576 rank=903 [SoftImpute] Iter 29: observed MAE=0.006575 rank=901 [SoftImpute] Iter 30: observed MAE=0.006575 rank=899 [SoftImpute] Iter 31: observed MAE=0.006574 rank=897 [SoftImpute] Iter 32: observed MAE=0.006573 rank=894 [SoftImpute] Iter 33: observed MAE=0.006572 rank=893 [SoftImpute] Iter 34: observed MAE=0.006571 rank=890 [SoftImpute] Iter 35: observed MAE=0.006570 rank=889 [SoftImpute] Iter 36: observed MAE=0.006569 rank=887 [SoftImpute] Iter 37: observed MAE=0.006568 rank=885 [SoftImpute] Iter 38: observed MAE=0.006567 rank=883 [SoftImpute] Iter 39: observed MAE=0.006566 rank=880 [SoftImpute] Iter 40: observed MAE=0.006564 rank=878 [SoftImpute] Iter 41: observed MAE=0.006563 rank=876 [SoftImpute] Iter 42: observed MAE=0.006562 rank=873 [SoftImpute] Iter 43: observed MAE=0.006561 rank=872 [SoftImpute] Iter 44: observed MAE=0.006560 rank=870 [SoftImpute] Iter 45: observed MAE=0.006558 rank=867 [SoftImpute] Iter 46: observed MAE=0.006557 rank=866 [SoftImpute] Iter 47: observed MAE=0.006556 rank=863 [SoftImpute] Iter 48: observed MAE=0.006555 rank=862 [SoftImpute] Iter 49: observed MAE=0.006553 rank=860 [SoftImpute] Iter 50: observed MAE=0.006552 rank=857 [SoftImpute] Iter 51: observed MAE=0.006550 rank=856 [SoftImpute] Iter 52: observed MAE=0.006549 rank=854 [SoftImpute] Iter 53: observed MAE=0.006548 rank=851 [SoftImpute] Iter 54: observed MAE=0.006547 rank=850 [SoftImpute] Iter 55: observed MAE=0.006545 rank=848 [SoftImpute] Iter 56: observed MAE=0.006544 rank=847 [SoftImpute] Iter 57: observed MAE=0.006543 rank=844 [SoftImpute] Iter 58: observed MAE=0.006541 rank=843 [SoftImpute] Iter 59: observed MAE=0.006540 rank=841 [SoftImpute] Iter 60: observed MAE=0.006539 rank=838 [SoftImpute] Iter 61: observed MAE=0.006537 rank=837 [SoftImpute] Iter 62: observed MAE=0.006536 rank=836 [SoftImpute] Iter 63: observed MAE=0.006534 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1467 missing, elapsed time: 4.048 Imputing row 101/943 with 1625 missing, elapsed time: 5.529 Imputing row 201/943 with 1382 missing, elapsed time: 7.037 Imputing row 301/943 with 1449 missing, elapsed time: 8.525 Imputing row 401/943 with 1558 missing, elapsed time: 9.999 Imputing row 501/943 with 1625 missing, elapsed time: 11.481 Imputing row 601/943 with 1561 missing, elapsed time: 12.984 Imputing row 701/943 with 1660 missing, elapsed time: 14.477 Imputing row 801/943 with 1658 missing, elapsed time: 15.985 Imputing row 901/943 with 1589 missing, elapsed time: 17.477 [KNN] Warning: 28806/1586126 still missing after imputation, replacing with 0 ########### perturbation 19 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216798.4 tau: 0.08556439 beta: 0.06820447 diff Inf Iteration: 2 ELBO: -130727.3 tau: 0.7041798 beta: 0.1080551 diff 0.3970099 Iteration: 3 ELBO: -114968 tau: 1.091109 beta: 0.4169422 diff 0.1205508 Iteration: 4 ELBO: -113157.9 tau: 1.147912 beta: 0.853759 diff 0.01574466 Iteration: 5 ELBO: -112757.3 tau: 1.15752 beta: 1.145083 diff 0.003539965 Iteration: 6 ELBO: -112670.5 tau: 1.158812 beta: 1.307416 diff 0.0007699736 Iteration: 7 ELBO: -112652 tau: 1.158697 beta: 1.392641 diff 0.0001639211 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108703.6 tau: 1.197791 beta: 1.880016 diff Inf Iteration: 2 ELBO: -107747.5 tau: 1.20495 beta: 2.119849 diff 0.008794954 Iteration: 3 ELBO: -107219.4 tau: 1.221326 beta: 2.382776 diff 0.004901937 Iteration: 4 ELBO: -106584.9 tau: 1.245176 beta: 2.686153 diff 0.005917175 Iteration: 5 ELBO: -106144.2 tau: 1.261759 beta: 3.139317 diff 0.004134981 Iteration: 6 ELBO: -105931.9 tau: 1.268834 beta: 3.707286 diff 0.002000408 Iteration: 7 ELBO: -105826.9 tau: 1.27132 beta: 4.347086 diff 0.0009908237 Iteration: 8 ELBO: -105762.8 tau: 1.272133 beta: 5.042207 diff 0.0006060369 Iteration: 9 ELBO: -105715.3 tau: 1.272378 beta: 5.788636 diff 0.000448794 Iteration: 10 ELBO: -105676.1 tau: 1.27243 beta: 6.585345 diff 0.0003705913 Iteration: 11 ELBO: -105642.2 tau: 1.27242 beta: 7.430731 diff 0.0003211418 Iteration: 12 ELBO: -105612.3 tau: 1.272389 beta: 8.321646 diff 0.000282738 Iteration: 13 ELBO: -105586.1 tau: 1.272346 beta: 9.253531 diff 0.0002487685 Iteration: 14 ELBO: -105563.2 tau: 1.272289 beta: 10.22075 diff 0.0002170067 Iteration: 15 ELBO: -105543.4 tau: 1.272214 beta: 11.21663 diff 0.000187337 Iteration: 16 ELBO: -105526.5 tau: 1.272119 beta: 12.23335 diff 0.0001603328 Iteration: 17 ELBO: -105512.1 tau: 1.272008 beta: 13.26217 diff 0.0001363469 Iteration: 18 ELBO: -105499.9 tau: 1.271886 beta: 14.29401 diff 0.0001153588 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105366.6 tau: 1.30325 beta: 1.858621 diff Inf Iteration: 2 ELBO: -104400.2 tau: 1.309451 beta: 2.149227 diff 0.009172198 Iteration: 3 ELBO: -104035.9 tau: 1.31972 beta: 2.578526 diff 0.00348956 Iteration: 4 ELBO: -103765.5 tau: 1.329226 beta: 3.13699 diff 0.002599078 Iteration: 5 ELBO: -103562.8 tau: 1.335889 beta: 3.82651 diff 0.001953262 Iteration: 6 ELBO: -103406.5 tau: 1.340486 beta: 4.644629 diff 0.001509158 Iteration: 7 ELBO: -103291.7 tau: 1.343336 beta: 5.594811 diff 0.001110748 Iteration: 8 ELBO: -103208.6 tau: 1.344854 beta: 6.677975 diff 0.0008038484 Iteration: 9 ELBO: -103146.2 tau: 1.345566 beta: 7.89247 diff 0.0006051923 Iteration: 10 ELBO: -103096.8 tau: 1.345835 beta: 9.236021 diff 0.0004783174 Iteration: 11 ELBO: -103056.5 tau: 1.34586 beta: 10.70532 diff 0.0003914267 Iteration: 12 ELBO: -103022.8 tau: 1.345741 beta: 12.29526 diff 0.0003265941 Iteration: 13 ELBO: -102994.5 tau: 1.345531 beta: 13.9986 diff 0.0002750659 Iteration: 14 ELBO: -102970.5 tau: 1.345258 beta: 15.80595 diff 0.0002326819 Iteration: 15 ELBO: -102950.2 tau: 1.344943 beta: 17.70604 diff 0.00019727 Iteration: 16 ELBO: -102933 tau: 1.344599 beta: 19.68615 diff 0.0001674919 Iteration: 17 ELBO: -102918.3 tau: 1.344236 beta: 21.73271 diff 0.0001423863 Iteration: 18 ELBO: -102905.8 tau: 1.343864 beta: 23.83174 diff 0.0001211945 Iteration: 19 ELBO: -102895.2 tau: 1.343487 beta: 25.96937 diff 0.0001032914 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103340.5 tau: 1.370911 beta: 1.882675 diff Inf Iteration: 2 ELBO: -102413.7 tau: 1.375865 beta: 2.212677 diff 0.008968309 Iteration: 3 ELBO: -102090.3 tau: 1.384662 beta: 2.683513 diff 0.003157469 Iteration: 4 ELBO: -101867.6 tau: 1.392491 beta: 3.27633 diff 0.002181341 Iteration: 5 ELBO: -101714.2 tau: 1.397138 beta: 4.01328 diff 0.001506394 Iteration: 6 ELBO: -101598.4 tau: 1.399784 beta: 4.908633 diff 0.001138289 Iteration: 7 ELBO: -101504.5 tau: 1.401421 beta: 5.970073 diff 0.0009238622 Iteration: 8 ELBO: -101425.5 tau: 1.402508 beta: 7.201538 diff 0.0007784494 Iteration: 9 ELBO: -101357.3 tau: 1.403284 beta: 8.602674 diff 0.0006727933 Iteration: 10 ELBO: -101297 tau: 1.403903 beta: 10.16741 diff 0.000594677 Iteration: 11 ELBO: -101242.6 tau: 1.40448 beta: 11.88247 diff 0.0005373052 Iteration: 12 ELBO: -101192.3 tau: 1.405102 beta: 13.72626 diff 0.0004965797 Iteration: 13 ELBO: -101144.9 tau: 1.405834 beta: 15.66888 diff 0.0004687681 Iteration: 14 ELBO: -101099.5 tau: 1.406706 beta: 17.67465 diff 0.0004482114 Iteration: 15 ELBO: -101056.4 tau: 1.407697 beta: 19.70784 diff 0.0004264728 Iteration: 16 ELBO: -101016.5 tau: 1.40873 beta: 21.7394 diff 0.0003946249 Iteration: 17 ELBO: -100981.4 tau: 1.409688 beta: 23.75098 diff 0.0003479765 Iteration: 18 ELBO: -100952.1 tau: 1.410467 beta: 25.73425 diff 0.0002894272 Iteration: 19 ELBO: -100929.1 tau: 1.411007 beta: 27.68623 diff 0.0002280261 Iteration: 20 ELBO: -100911.6 tau: 1.411314 beta: 29.60413 diff 0.0001732 Iteration: 21 ELBO: -100898.6 tau: 1.411432 beta: 31.48297 diff 0.0001297174 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101377 tau: 1.440851 beta: 1.871392 diff Inf Iteration: 2 ELBO: -100450.4 tau: 1.446775 beta: 2.182347 diff 0.009140815 Iteration: 3 ELBO: -100143.9 tau: 1.45493 beta: 2.643225 diff 0.003050953 Iteration: 4 ELBO: -99936.84 tau: 1.461814 beta: 3.23364 diff 0.002067537 Iteration: 5 ELBO: -99786.21 tau: 1.466289 beta: 3.964397 diff 0.001507308 Iteration: 6 ELBO: -99668.93 tau: 1.469151 beta: 4.846788 diff 0.001175308 Iteration: 7 ELBO: -99573.34 tau: 1.471036 beta: 5.89181 diff 0.00095903 Iteration: 8 ELBO: -99493.55 tau: 1.472295 beta: 7.109582 diff 0.0008013459 Iteration: 9 ELBO: -99426.26 tau: 1.473109 beta: 8.508549 diff 0.0006763006 Iteration: 10 ELBO: -99369.07 tau: 1.473596 beta: 10.09362 diff 0.0005752672 Iteration: 11 ELBO: -99320 tau: 1.473855 beta: 11.86481 diff 0.0004937725 Iteration: 12 ELBO: -99277.64 tau: 1.47396 beta: 13.81742 diff 0.0004264598 Iteration: 13 ELBO: -99241.04 tau: 1.473955 beta: 15.94293 diff 0.0003687462 Iteration: 14 ELBO: -99209.48 tau: 1.473865 beta: 18.22954 diff 0.0003179789 Iteration: 15 ELBO: -99182.4 tau: 1.473705 beta: 20.66253 diff 0.0002729878 Iteration: 16 ELBO: -99159.26 tau: 1.473485 beta: 23.22504 diff 0.0002333201 Iteration: 17 ELBO: -99139.55 tau: 1.473214 beta: 25.89897 diff 0.0001987624 Iteration: 18 ELBO: -99122.78 tau: 1.472902 beta: 28.66585 diff 0.0001690749 Iteration: 19 ELBO: -99108.52 tau: 1.472558 beta: 31.50754 diff 0.0001438785 Iteration: 20 ELBO: -99096.36 tau: 1.472193 beta: 34.40663 diff 0.0001226718 Iteration: 21 ELBO: -99085.97 tau: 1.471814 beta: 37.34662 diff 0.0001049032 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99830.01 tau: 1.499819 beta: 1.83423 diff Inf Iteration: 2 ELBO: -98889.38 tau: 1.505372 beta: 2.144219 diff 0.009422361 Iteration: 3 ELBO: -98593.25 tau: 1.512962 beta: 2.618986 diff 0.002994489 Iteration: 4 ELBO: -98407.29 tau: 1.51855 beta: 3.244724 diff 0.001886164 Iteration: 5 ELBO: -98273.74 tau: 1.521696 beta: 4.034245 diff 0.001357123 Iteration: 6 ELBO: -98166.91 tau: 1.523568 beta: 5.001262 diff 0.001087074 Iteration: 7 ELBO: -98076.95 tau: 1.524815 beta: 6.157749 diff 0.0009164282 Iteration: 8 ELBO: -97999.79 tau: 1.525699 beta: 7.512813 diff 0.0007866991 Iteration: 9 ELBO: -97933.39 tau: 1.52632 beta: 9.071874 diff 0.0006775347 Iteration: 10 ELBO: -97876.34 tau: 1.526726 beta: 10.83624 diff 0.0005825089 Iteration: 11 ELBO: -97827.38 tau: 1.52695 beta: 12.80291 diff 0.0005002714 Iteration: 12 ELBO: -97785.26 tau: 1.527028 beta: 14.96465 diff 0.000430557 Iteration: 13 ELBO: -97748.81 tau: 1.526999 beta: 17.31023 diff 0.0003727238 Iteration: 14 ELBO: -97716.98 tau: 1.5269 beta: 19.8247 diff 0.0003255988 Iteration: 15 ELBO: -97688.89 tau: 1.526764 beta: 22.48915 diff 0.0002875194 Iteration: 16 ELBO: -97663.85 tau: 1.52662 beta: 25.28097 diff 0.0002563224 Iteration: 17 ELBO: -97641.42 tau: 1.526482 beta: 28.17565 diff 0.0002296845 Iteration: 18 ELBO: -97621.31 tau: 1.52635 beta: 31.15001 diff 0.0002059602 Iteration: 19 ELBO: -97603.29 tau: 1.526218 beta: 34.18469 diff 0.0001845684 Iteration: 20 ELBO: -97587.15 tau: 1.52608 beta: 37.26469 diff 0.0001654055 Iteration: 21 ELBO: -97572.67 tau: 1.52593 beta: 40.37938 diff 0.0001483462 Iteration: 22 ELBO: -97559.67 tau: 1.525767 beta: 43.52211 diff 0.0001332578 Iteration: 23 ELBO: -97547.95 tau: 1.525588 beta: 46.68993 diff 0.0001200743 Iteration: 24 ELBO: -97537.34 tau: 1.525393 beta: 49.88301 diff 0.0001087661 After 25 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98421.34 tau: 1.553763 beta: 1.838997 diff Inf Iteration: 2 ELBO: -97463.09 tau: 1.562197 beta: 2.119993 diff 0.009736282 Iteration: 3 ELBO: -97171.19 tau: 1.570343 beta: 2.56448 diff 0.002994927 Iteration: 4 ELBO: -96988.8 tau: 1.575852 beta: 3.156819 diff 0.001877044 Iteration: 5 ELBO: -96854.79 tau: 1.579055 beta: 3.902591 diff 0.001381649 Iteration: 6 ELBO: -96745.85 tau: 1.581126 beta: 4.8074 diff 0.001124771 Iteration: 7 ELBO: -96653.77 tau: 1.582597 beta: 5.876901 diff 0.0009518495 Iteration: 8 ELBO: -96575.24 tau: 1.583651 beta: 7.117428 diff 0.0008124262 Iteration: 9 ELBO: -96508.4 tau: 1.584365 beta: 8.534879 diff 0.0006921156 Iteration: 10 ELBO: -96451.66 tau: 1.584791 beta: 10.13265 diff 0.0005879576 Iteration: 11 ELBO: -96403.55 tau: 1.584985 beta: 11.91057 diff 0.0004987568 Iteration: 12 ELBO: -96362.76 tau: 1.584993 beta: 13.86489 diff 0.0004231358 Iteration: 13 ELBO: -96328.09 tau: 1.584857 beta: 15.98887 diff 0.0003598183 Iteration: 14 ELBO: -96298.47 tau: 1.584614 beta: 18.27321 diff 0.0003074652 Iteration: 15 ELBO: -96273 tau: 1.584299 beta: 20.70661 diff 0.0002645237 Iteration: 16 ELBO: -96250.92 tau: 1.583937 beta: 23.27625 diff 0.000229348 Iteration: 17 ELBO: -96231.63 tau: 1.583551 beta: 25.96822 diff 0.0002003767 Iteration: 18 ELBO: -96214.67 tau: 1.583156 beta: 28.76814 diff 0.0001762436 Iteration: 19 ELBO: -96199.68 tau: 1.58276 beta: 31.66168 diff 0.0001558305 Iteration: 20 ELBO: -96186.37 tau: 1.582368 beta: 34.63534 diff 0.0001382887 Iteration: 21 ELBO: -96174.54 tau: 1.58198 beta: 37.677 diff 0.0001230303 Iteration: 22 ELBO: -96163.99 tau: 1.581596 beta: 40.77646 diff 0.0001096821 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96989.63 tau: 1.609233 beta: 1.905043 diff Inf Iteration: 2 ELBO: -96077.68 tau: 1.613702 beta: 2.278736 diff 0.009402555 Iteration: 3 ELBO: -95788.25 tau: 1.621136 beta: 2.838118 diff 0.003012473 Iteration: 4 ELBO: -95587.48 tau: 1.627707 beta: 3.563795 diff 0.002095947 Iteration: 5 ELBO: -95437.05 tau: 1.632036 beta: 4.476172 diff 0.001573818 Iteration: 6 ELBO: -95319.29 tau: 1.634659 beta: 5.602067 diff 0.001233855 Iteration: 7 ELBO: -95223.45 tau: 1.636219 beta: 6.964931 diff 0.001005416 Iteration: 8 ELBO: -95142.96 tau: 1.637167 beta: 8.582414 diff 0.0008453627 Iteration: 9 ELBO: -95074.06 tau: 1.637763 beta: 10.4661 diff 0.0007241349 Iteration: 10 ELBO: -95014.61 tau: 1.638135 beta: 12.62192 diff 0.000625259 Iteration: 11 ELBO: -94963.2 tau: 1.638346 beta: 15.05091 diff 0.0005410971 Iteration: 12 ELBO: -94918.73 tau: 1.638428 beta: 17.74964 diff 0.0004682539 Iteration: 13 ELBO: -94880.29 tau: 1.6384 beta: 20.71066 diff 0.0004049892 Iteration: 14 ELBO: -94847.06 tau: 1.638281 beta: 23.92334 diff 0.0003502514 Iteration: 15 ELBO: -94818.29 tau: 1.638087 beta: 27.37503 diff 0.0003032972 Iteration: 16 ELBO: -94793.31 tau: 1.637832 beta: 31.05211 diff 0.0002634645 Iteration: 17 ELBO: -94771.51 tau: 1.637533 beta: 34.94046 diff 0.0002300207 Iteration: 18 ELBO: -94752.36 tau: 1.637205 beta: 39.02559 diff 0.0002021036 Iteration: 19 ELBO: -94735.42 tau: 1.636862 beta: 43.29215 diff 0.0001787625 Iteration: 20 ELBO: -94720.35 tau: 1.636515 beta: 47.72342 diff 0.0001590386 Iteration: 21 ELBO: -94706.9 tau: 1.636172 beta: 52.30076 diff 0.0001420388 Iteration: 22 ELBO: -94694.87 tau: 1.635838 beta: 57.00342 diff 0.0001270011 Iteration: 23 ELBO: -94684.13 tau: 1.635514 beta: 61.80908 diff 0.0001133549 Iteration: 24 ELBO: -94674.59 tau: 1.6352 beta: 66.69495 diff 0.000100758 After 25 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95710.46 tau: 1.66251 beta: 1.873631 diff Inf Iteration: 2 ELBO: -94795.47 tau: 1.667887 beta: 2.224135 diff 0.009559965 Iteration: 3 ELBO: -94512.56 tau: 1.675125 beta: 2.766332 diff 0.002984452 Iteration: 4 ELBO: -94324.2 tau: 1.680915 beta: 3.483551 diff 0.001992861 Iteration: 5 ELBO: -94182.64 tau: 1.684568 beta: 4.390143 diff 0.001500821 Iteration: 6 ELBO: -94069.73 tau: 1.686812 beta: 5.505666 diff 0.001198894 Iteration: 7 ELBO: -93976.77 tau: 1.68819 beta: 6.848515 diff 0.0009881325 Iteration: 8 ELBO: -93898.79 tau: 1.689033 beta: 8.431561 diff 0.0008298598 Iteration: 9 ELBO: -93832.88 tau: 1.689519 beta: 10.26183 diff 0.0007018342 Iteration: 10 ELBO: -93777.17 tau: 1.689739 beta: 12.34127 diff 0.0005938066 Iteration: 11 ELBO: -93730.12 tau: 1.689748 beta: 14.66705 diff 0.0005016508 Iteration: 12 ELBO: -93690.44 tau: 1.689589 beta: 17.23137 diff 0.0004233866 Iteration: 13 ELBO: -93656.96 tau: 1.689302 beta: 20.02124 diff 0.000357356 Iteration: 14 ELBO: -93628.69 tau: 1.688921 beta: 23.01897 diff 0.000301842 Iteration: 15 ELBO: -93604.79 tau: 1.688473 beta: 26.20331 diff 0.0002552221 Iteration: 16 ELBO: -93584.56 tau: 1.68798 beta: 29.55086 diff 0.0002161077 Iteration: 17 ELBO: -93567.4 tau: 1.687456 beta: 33.03756 diff 0.0001833587 Iteration: 18 ELBO: -93552.8 tau: 1.686914 beta: 36.63986 diff 0.0001560284 Iteration: 19 ELBO: -93540.33 tau: 1.686364 beta: 40.33565 diff 0.0001333048 Iteration: 20 ELBO: -93529.62 tau: 1.685812 beta: 44.10478 diff 0.0001144748 After 21 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94483.72 tau: 1.715476 beta: 1.911426 diff Inf Iteration: 2 ELBO: -93568.35 tau: 1.721763 beta: 2.248184 diff 0.009688209 Iteration: 3 ELBO: -93296.59 tau: 1.728363 beta: 2.787281 diff 0.002904404 Iteration: 4 ELBO: -93116.17 tau: 1.733391 beta: 3.514569 diff 0.001933802 Iteration: 5 ELBO: -92977.22 tau: 1.736574 beta: 4.448607 diff 0.001492185 Iteration: 6 ELBO: -92863.26 tau: 1.738605 beta: 5.612459 diff 0.001225671 Iteration: 7 ELBO: -92767.71 tau: 1.739902 beta: 7.027571 diff 0.001028952 Iteration: 8 ELBO: -92687.06 tau: 1.740692 beta: 8.711963 diff 0.0008693667 Iteration: 9 ELBO: -92618.83 tau: 1.741113 beta: 10.67875 diff 0.000736199 Iteration: 10 ELBO: -92560.96 tau: 1.741269 beta: 12.93438 diff 0.0006247912 Iteration: 11 ELBO: -92511.76 tau: 1.741239 beta: 15.4775 diff 0.0005315094 Iteration: 12 ELBO: -92469.85 tau: 1.741079 beta: 18.29901 diff 0.0004530491 Iteration: 13 ELBO: -92434.09 tau: 1.740828 beta: 21.38301 diff 0.0003867113 Iteration: 14 ELBO: -92403.55 tau: 1.740511 beta: 24.70828 diff 0.0003304404 Iteration: 15 ELBO: -92377.42 tau: 1.740146 beta: 28.2499 diff 0.0002826853 Iteration: 16 ELBO: -92355.05 tau: 1.739747 beta: 31.98091 diff 0.0002422316 Iteration: 17 ELBO: -92335.83 tau: 1.739323 beta: 35.87366 diff 0.0002080642 Iteration: 18 ELBO: -92319.28 tau: 1.738884 beta: 39.90092 diff 0.0001792849 Iteration: 19 ELBO: -92304.96 tau: 1.738437 beta: 44.03676 diff 0.0001550778 Iteration: 20 ELBO: -92292.53 tau: 1.737988 beta: 48.25711 diff 0.0001347074 Iteration: 21 ELBO: -92281.68 tau: 1.737541 beta: 52.54025 diff 0.000117529 Iteration: 22 ELBO: -92272.17 tau: 1.737098 beta: 56.86701 diff 0.0001029962 After 23 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93350.26 tau: 1.766075 beta: 1.86997 diff Inf Iteration: 2 ELBO: -92464.26 tau: 1.769431 beta: 2.230004 diff 0.009491136 Iteration: 3 ELBO: -92187.63 tau: 1.775219 beta: 2.801501 diff 0.00299184 Iteration: 4 ELBO: -91997.52 tau: 1.780598 beta: 3.569608 diff 0.002062185 Iteration: 5 ELBO: -91851.83 tau: 1.78417 beta: 4.558021 diff 0.00158357 Iteration: 6 ELBO: -91733.44 tau: 1.786415 beta: 5.798342 diff 0.001288984 Iteration: 7 ELBO: -91634.45 tau: 1.787817 beta: 7.323457 diff 0.001079085 Iteration: 8 ELBO: -91550.4 tau: 1.788675 beta: 9.163574 diff 0.0009172369 Iteration: 9 ELBO: -91478.34 tau: 1.789178 beta: 11.34324 diff 0.0007871083 Iteration: 10 ELBO: -91416.23 tau: 1.789442 beta: 13.87964 diff 0.000678997 Iteration: 11 ELBO: -91362.58 tau: 1.78954 beta: 16.78111 diff 0.000586871 Iteration: 12 ELBO: -91316.26 tau: 1.789519 beta: 20.0459 diff 0.0005069297 Iteration: 13 ELBO: -91276.37 tau: 1.789407 beta: 23.66178 diff 0.0004368192 Iteration: 14 ELBO: -91242.13 tau: 1.789225 beta: 27.60707 diff 0.0003751911 Iteration: 15 ELBO: -91212.8 tau: 1.788982 beta: 31.85299 diff 0.00032139 Iteration: 16 ELBO: -91187.71 tau: 1.78869 beta: 36.36662 diff 0.0002751042 Iteration: 17 ELBO: -91166.19 tau: 1.788358 beta: 41.11366 diff 0.0002360086 Iteration: 18 ELBO: -91147.63 tau: 1.787998 beta: 46.06049 diff 0.0002035505 Iteration: 19 ELBO: -91131.5 tau: 1.787621 beta: 51.1754 diff 0.0001769344 Iteration: 20 ELBO: -91117.36 tau: 1.787238 beta: 56.42914 diff 0.0001552249 Iteration: 21 ELBO: -91104.83 tau: 1.786857 beta: 61.79499 diff 0.0001374681 Iteration: 22 ELBO: -91093.65 tau: 1.786486 beta: 67.24849 diff 0.0001227833 Iteration: 23 ELBO: -91083.59 tau: 1.786127 beta: 72.76705 diff 0.0001104151 After 24 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.876519 [SoftImpute] Iter 1: observed MAE=0.006672 rank=943 [SoftImpute] Iter 2: observed MAE=0.006585 rank=943 [SoftImpute] Iter 3: observed MAE=0.006585 rank=943 [SoftImpute] Iter 4: observed MAE=0.006586 rank=943 [SoftImpute] Iter 5: observed MAE=0.006586 rank=943 [SoftImpute] Iter 6: observed MAE=0.006586 rank=942 [SoftImpute] Iter 7: observed MAE=0.006587 rank=942 [SoftImpute] Iter 8: observed MAE=0.006587 rank=941 [SoftImpute] Iter 9: observed MAE=0.006587 rank=940 [SoftImpute] Iter 10: observed MAE=0.006587 rank=938 [SoftImpute] Iter 11: observed MAE=0.006587 rank=936 [SoftImpute] Iter 12: observed MAE=0.006587 rank=934 [SoftImpute] Iter 13: observed MAE=0.006587 rank=933 [SoftImpute] Iter 14: observed MAE=0.006587 rank=931 [SoftImpute] Iter 15: observed MAE=0.006587 rank=930 [SoftImpute] Iter 16: observed MAE=0.006587 rank=927 [SoftImpute] Iter 17: observed MAE=0.006586 rank=925 [SoftImpute] Iter 18: observed MAE=0.006586 rank=924 [SoftImpute] Iter 19: observed MAE=0.006585 rank=921 [SoftImpute] Iter 20: observed MAE=0.006585 rank=919 [SoftImpute] Iter 21: observed MAE=0.006584 rank=917 [SoftImpute] Iter 22: observed MAE=0.006584 rank=915 [SoftImpute] Iter 23: observed MAE=0.006583 rank=913 [SoftImpute] Iter 24: observed MAE=0.006583 rank=912 [SoftImpute] Iter 25: observed MAE=0.006582 rank=909 [SoftImpute] Iter 26: observed MAE=0.006581 rank=907 [SoftImpute] Iter 27: observed MAE=0.006580 rank=905 [SoftImpute] Iter 28: observed MAE=0.006580 rank=903 [SoftImpute] Iter 29: observed MAE=0.006579 rank=900 [SoftImpute] Iter 30: observed MAE=0.006578 rank=899 [SoftImpute] Iter 31: observed MAE=0.006577 rank=897 [SoftImpute] Iter 32: observed MAE=0.006576 rank=895 [SoftImpute] Iter 33: observed MAE=0.006575 rank=893 [SoftImpute] Iter 34: observed MAE=0.006574 rank=891 [SoftImpute] Iter 35: observed MAE=0.006573 rank=890 [SoftImpute] Iter 36: observed MAE=0.006572 rank=887 [SoftImpute] Iter 37: observed MAE=0.006571 rank=885 [SoftImpute] Iter 38: observed MAE=0.006570 rank=882 [SoftImpute] Iter 39: observed MAE=0.006569 rank=881 [SoftImpute] Iter 40: observed MAE=0.006568 rank=878 [SoftImpute] Iter 41: observed MAE=0.006567 rank=876 [SoftImpute] Iter 42: observed MAE=0.006566 rank=875 [SoftImpute] Iter 43: observed MAE=0.006564 rank=872 [SoftImpute] Iter 44: observed MAE=0.006563 rank=871 [SoftImpute] Iter 45: observed MAE=0.006562 rank=869 [SoftImpute] Iter 46: observed MAE=0.006561 rank=867 [SoftImpute] Iter 47: observed MAE=0.006560 rank=864 [SoftImpute] Iter 48: observed MAE=0.006559 rank=864 [SoftImpute] Iter 49: observed MAE=0.006557 rank=861 [SoftImpute] Iter 50: observed MAE=0.006556 rank=859 [SoftImpute] Iter 51: observed MAE=0.006555 rank=857 [SoftImpute] Iter 52: observed MAE=0.006553 rank=855 [SoftImpute] Iter 53: observed MAE=0.006552 rank=853 [SoftImpute] Iter 54: observed MAE=0.006551 rank=851 [SoftImpute] Iter 55: observed MAE=0.006550 rank=849 [SoftImpute] Iter 56: observed MAE=0.006548 rank=848 [SoftImpute] Iter 57: observed MAE=0.006547 rank=847 [SoftImpute] Iter 58: observed MAE=0.006546 rank=845 [SoftImpute] Iter 59: observed MAE=0.006545 rank=843 [SoftImpute] Iter 60: observed MAE=0.006543 rank=842 [SoftImpute] Iter 61: observed MAE=0.006542 rank=840 [SoftImpute] Iter 62: observed MAE=0.006541 rank=838 [SoftImpute] Iter 63: observed MAE=0.006539 rank=836 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1457 missing, elapsed time: 4.081 Imputing row 101/943 with 1628 missing, elapsed time: 5.655 Imputing row 201/943 with 1372 missing, elapsed time: 7.158 Imputing row 301/943 with 1456 missing, elapsed time: 8.639 Imputing row 401/943 with 1559 missing, elapsed time: 10.110 Imputing row 501/943 with 1618 missing, elapsed time: 11.595 Imputing row 601/943 with 1572 missing, elapsed time: 13.116 Imputing row 701/943 with 1657 missing, elapsed time: 14.620 Imputing row 801/943 with 1659 missing, elapsed time: 16.155 Imputing row 901/943 with 1588 missing, elapsed time: 17.657 [KNN] Warning: 30993/1586126 still missing after imputation, replacing with 0 ########### perturbation 20 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215662.5 tau: 0.08823592 beta: 0.06048459 diff Inf Iteration: 2 ELBO: -129610.5 tau: 0.7251651 beta: 0.1051414 diff 0.3990123 Iteration: 3 ELBO: -114844.6 tau: 1.095393 beta: 0.4019089 diff 0.1139249 Iteration: 4 ELBO: -113104.2 tau: 1.149675 beta: 0.8094138 diff 0.01515466 Iteration: 5 ELBO: -112719.9 tau: 1.15888 beta: 1.080439 diff 0.003398276 Iteration: 6 ELBO: -112636.9 tau: 1.160088 beta: 1.232117 diff 0.0007357641 Iteration: 7 ELBO: -112619.2 tau: 1.159959 beta: 1.312261 diff 0.0001574094 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108660.6 tau: 1.199502 beta: 1.850464 diff Inf Iteration: 2 ELBO: -107704.5 tau: 1.206588 beta: 2.090139 diff 0.008798849 Iteration: 3 ELBO: -107343.8 tau: 1.216075 beta: 2.435949 diff 0.003349238 Iteration: 4 ELBO: -107020.5 tau: 1.226851 beta: 2.847299 diff 0.003011792 Iteration: 5 ELBO: -106634.9 tau: 1.240252 beta: 3.323816 diff 0.003602809 Iteration: 6 ELBO: -106213.4 tau: 1.255155 beta: 3.901423 diff 0.003952715 Iteration: 7 ELBO: -105897.5 tau: 1.266384 beta: 4.58543 diff 0.002974368 Iteration: 8 ELBO: -105736.6 tau: 1.271702 beta: 5.344749 diff 0.001519768 Iteration: 9 ELBO: -105658.6 tau: 1.27355 beta: 6.157897 diff 0.0007378513 Iteration: 10 ELBO: -105611.5 tau: 1.274098 beta: 7.015693 diff 0.0004454958 Iteration: 11 ELBO: -105576.9 tau: 1.274217 beta: 7.913029 diff 0.0003274354 Iteration: 12 ELBO: -105549 tau: 1.274186 beta: 8.845402 diff 0.0002646576 Iteration: 13 ELBO: -105525.6 tau: 1.274096 beta: 9.807751 diff 0.0002217281 Iteration: 14 ELBO: -105505.7 tau: 1.273975 beta: 10.79409 diff 0.0001879966 Iteration: 15 ELBO: -105488.9 tau: 1.273838 beta: 11.79754 diff 0.0001598635 Iteration: 16 ELBO: -105474.5 tau: 1.273691 beta: 12.81057 diff 0.000135847 Iteration: 17 ELBO: -105462.4 tau: 1.273538 beta: 13.82528 diff 0.0001151732 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105316.4 tau: 1.304616 beta: 1.869798 diff Inf Iteration: 2 ELBO: -104310.7 tau: 1.312656 beta: 2.146901 diff 0.009549343 Iteration: 3 ELBO: -103932.5 tau: 1.324094 beta: 2.561749 diff 0.003625701 Iteration: 4 ELBO: -103669.2 tau: 1.333416 beta: 3.106331 diff 0.002533315 Iteration: 5 ELBO: -103488.6 tau: 1.339071 beta: 3.787727 diff 0.001741837 Iteration: 6 ELBO: -103361.7 tau: 1.342133 beta: 4.610568 diff 0.001226391 Iteration: 7 ELBO: -103267.3 tau: 1.343707 beta: 5.581227 diff 0.0009128449 Iteration: 8 ELBO: -103193.4 tau: 1.34448 beta: 6.703756 diff 0.000715513 Iteration: 9 ELBO: -103133.4 tau: 1.344824 beta: 7.978338 diff 0.0005818189 Iteration: 10 ELBO: -103083.6 tau: 1.34492 beta: 9.402083 diff 0.000482443 Iteration: 11 ELBO: -103042 tau: 1.344857 beta: 10.97009 diff 0.0004037222 Iteration: 12 ELBO: -103007 tau: 1.344687 beta: 12.67556 diff 0.0003395789 Iteration: 13 ELBO: -102977.5 tau: 1.344441 beta: 14.50942 diff 0.0002864247 Iteration: 14 ELBO: -102952.6 tau: 1.344142 beta: 16.46037 diff 0.0002419083 Iteration: 15 ELBO: -102931.6 tau: 1.343807 beta: 18.51524 diff 0.000204521 Iteration: 16 ELBO: -102913.7 tau: 1.343449 beta: 20.65938 diff 0.0001731133 Iteration: 17 ELBO: -102898.6 tau: 1.343079 beta: 22.87719 diff 0.0001466921 Iteration: 18 ELBO: -102885.8 tau: 1.342702 beta: 25.15261 diff 0.0001244176 Iteration: 19 ELBO: -102875 tau: 1.342326 beta: 27.46962 diff 0.0001056071 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103397.2 tau: 1.369408 beta: 1.859207 diff Inf Iteration: 2 ELBO: -102455.5 tau: 1.375487 beta: 2.168768 diff 0.009107631 Iteration: 3 ELBO: -102154.8 tau: 1.383252 beta: 2.633369 diff 0.002934954 Iteration: 4 ELBO: -101953.7 tau: 1.38963 beta: 3.221305 diff 0.001968471 Iteration: 5 ELBO: -101810 tau: 1.393614 beta: 3.938058 diff 0.001410049 Iteration: 6 ELBO: -101700.7 tau: 1.396007 beta: 4.791032 diff 0.001073581 Iteration: 7 ELBO: -101613.2 tau: 1.397497 beta: 5.783965 diff 0.0008596229 Iteration: 8 ELBO: -101540.5 tau: 1.398511 beta: 6.915967 diff 0.0007158891 Iteration: 9 ELBO: -101479.1 tau: 1.399231 beta: 8.18399 diff 0.0006042375 Iteration: 10 ELBO: -101427.4 tau: 1.39972 beta: 9.584282 diff 0.0005099232 Iteration: 11 ELBO: -101383.7 tau: 1.400016 beta: 11.11222 diff 0.0004308214 Iteration: 12 ELBO: -101346.6 tau: 1.400156 beta: 12.76265 diff 0.0003661446 Iteration: 13 ELBO: -101314.7 tau: 1.400175 beta: 14.5307 diff 0.0003145633 Iteration: 14 ELBO: -101286.9 tau: 1.400105 beta: 16.41233 diff 0.0002746053 Iteration: 15 ELBO: -101262.1 tau: 1.399978 beta: 18.40451 diff 0.0002445443 Iteration: 16 ELBO: -101239.6 tau: 1.399822 beta: 20.50494 diff 0.0002225219 Iteration: 17 ELBO: -101218.6 tau: 1.39966 beta: 22.71143 diff 0.0002067449 Iteration: 18 ELBO: -101198.9 tau: 1.399511 beta: 25.02081 diff 0.0001953743 Iteration: 19 ELBO: -101180 tau: 1.399385 beta: 27.42774 diff 0.0001863146 Iteration: 20 ELBO: -101162.1 tau: 1.399281 beta: 29.92395 diff 0.0001773055 Iteration: 21 ELBO: -101145.2 tau: 1.399189 beta: 32.49822 diff 0.000166477 Iteration: 22 ELBO: -101129.8 tau: 1.399093 beta: 35.13698 diff 0.000152972 Iteration: 23 ELBO: -101115.9 tau: 1.398975 beta: 37.82516 diff 0.0001370779 Iteration: 24 ELBO: -101103.8 tau: 1.398826 beta: 40.54709 diff 0.0001198602 Iteration: 25 ELBO: -101093.4 tau: 1.398642 beta: 43.28727 diff 0.0001026382 After 26 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101796.1 tau: 1.426102 beta: 1.846862 diff Inf Iteration: 2 ELBO: -100864 tau: 1.432465 beta: 2.140423 diff 0.009156252 Iteration: 3 ELBO: -100551.4 tau: 1.440912 beta: 2.586938 diff 0.003099315 Iteration: 4 ELBO: -100341.8 tau: 1.447768 beta: 3.171286 diff 0.002084669 Iteration: 5 ELBO: -100185.2 tau: 1.452302 beta: 3.904676 diff 0.001560916 Iteration: 6 ELBO: -100059.9 tau: 1.455389 beta: 4.795206 diff 0.001251142 Iteration: 7 ELBO: -99956.4 tau: 1.457572 beta: 5.845969 diff 0.001033874 Iteration: 8 ELBO: -99870 tau: 1.459122 beta: 7.057148 diff 0.0008644509 Iteration: 9 ELBO: -99797.19 tau: 1.460201 beta: 8.428993 diff 0.000729016 Iteration: 10 ELBO: -99735.09 tau: 1.460932 beta: 9.962906 diff 0.0006222559 Iteration: 11 ELBO: -99681.33 tau: 1.461423 beta: 11.6605 diff 0.0005390478 Iteration: 12 ELBO: -99634.12 tau: 1.46176 beta: 13.52185 diff 0.0004736099 Iteration: 13 ELBO: -99592.17 tau: 1.462007 beta: 15.54313 diff 0.0004210582 Iteration: 14 ELBO: -99554.59 tau: 1.462211 beta: 17.71332 diff 0.0003773123 Iteration: 15 ELBO: -99520.93 tau: 1.462404 beta: 20.01139 diff 0.0003380712 Iteration: 16 ELBO: -99491.16 tau: 1.46259 beta: 22.40824 diff 0.00029912 Iteration: 17 ELBO: -99465.36 tau: 1.462747 beta: 24.87389 diff 0.000259333 Iteration: 18 ELBO: -99443.29 tau: 1.46286 beta: 27.38049 diff 0.0002219169 Iteration: 19 ELBO: -99424.42 tau: 1.46294 beta: 29.89887 diff 0.0001897045 Iteration: 20 ELBO: -99408.29 tau: 1.463007 beta: 32.39688 diff 0.0001622228 Iteration: 21 ELBO: -99394.63 tau: 1.463073 beta: 34.84198 diff 0.0001374263 Iteration: 22 ELBO: -99383.33 tau: 1.463133 beta: 37.20656 diff 0.0001137265 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100019.6 tau: 1.492504 beta: 1.832095 diff Inf Iteration: 2 ELBO: -99061 tau: 1.498922 beta: 2.135213 diff 0.009583679 Iteration: 3 ELBO: -98764.92 tau: 1.506977 beta: 2.598083 diff 0.002988896 Iteration: 4 ELBO: -98578.44 tau: 1.512723 beta: 3.206517 diff 0.001888176 Iteration: 5 ELBO: -98443.48 tau: 1.515933 beta: 3.974874 diff 0.001369047 Iteration: 6 ELBO: -98336.41 tau: 1.517791 beta: 4.916961 diff 0.001087592 Iteration: 7 ELBO: -98248.19 tau: 1.518917 beta: 6.043556 diff 0.0008971518 Iteration: 8 ELBO: -98174.23 tau: 1.519593 beta: 7.362368 diff 0.000752808 Iteration: 9 ELBO: -98111.57 tau: 1.51997 beta: 8.877624 diff 0.0006382448 Iteration: 10 ELBO: -98058.09 tau: 1.520139 beta: 10.58978 diff 0.0005450652 Iteration: 11 ELBO: -98012.18 tau: 1.52016 beta: 12.49591 diff 0.0004682234 Iteration: 12 ELBO: -97972.49 tau: 1.520074 beta: 14.59053 diff 0.0004049159 Iteration: 13 ELBO: -97937.85 tau: 1.519914 beta: 16.86655 diff 0.0003536068 Iteration: 14 ELBO: -97907.2 tau: 1.519708 beta: 19.31604 diff 0.0003129032 Iteration: 15 ELBO: -97879.69 tau: 1.519481 beta: 21.93143 diff 0.0002809754 Iteration: 16 ELBO: -97854.66 tau: 1.519249 beta: 24.70721 diff 0.0002557154 Iteration: 17 ELBO: -97831.64 tau: 1.519018 beta: 27.64108 diff 0.0002352599 Iteration: 18 ELBO: -97810.28 tau: 1.518789 beta: 30.73338 diff 0.0002183721 Iteration: 19 ELBO: -97790.3 tau: 1.518564 beta: 33.98487 diff 0.0002042747 Iteration: 20 ELBO: -97771.51 tau: 1.518351 beta: 37.39388 diff 0.0001921325 Iteration: 21 ELBO: -97753.83 tau: 1.518154 beta: 40.95386 diff 0.000180844 Iteration: 22 ELBO: -97737.28 tau: 1.517978 beta: 44.65172 diff 0.0001692796 Iteration: 23 ELBO: -97721.97 tau: 1.51782 beta: 48.46706 diff 0.0001566219 Iteration: 24 ELBO: -97708.04 tau: 1.517675 beta: 52.37266 diff 0.0001425601 Iteration: 25 ELBO: -97695.6 tau: 1.517537 beta: 56.33602 diff 0.0001272885 Iteration: 26 ELBO: -97684.72 tau: 1.517398 beta: 60.32206 diff 0.0001113632 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98662.91 tau: 1.543581 beta: 1.879237 diff Inf Iteration: 2 ELBO: -97742.76 tau: 1.548528 beta: 2.217186 diff 0.00932623 Iteration: 3 ELBO: -97449.88 tau: 1.555964 beta: 2.727943 diff 0.002996391 Iteration: 4 ELBO: -97250.72 tau: 1.562478 beta: 3.383811 diff 0.002043699 Iteration: 5 ELBO: -97103.86 tau: 1.566714 beta: 4.192515 diff 0.001510114 Iteration: 6 ELBO: -96989.2 tau: 1.569374 beta: 5.165361 diff 0.001180807 Iteration: 7 ELBO: -96897.08 tau: 1.571048 beta: 6.31199 diff 0.0009498071 Iteration: 8 ELBO: -96822.19 tau: 1.572057 beta: 7.640007 diff 0.0007729153 Iteration: 9 ELBO: -96761.04 tau: 1.572579 beta: 9.154892 diff 0.0006315486 Iteration: 10 ELBO: -96710.83 tau: 1.572745 beta: 10.85866 diff 0.000518903 Iteration: 11 ELBO: -96669.27 tau: 1.572661 beta: 12.74871 diff 0.0004297053 Iteration: 12 ELBO: -96634.6 tau: 1.572408 beta: 14.81781 diff 0.000358655 Iteration: 13 ELBO: -96605.47 tau: 1.572042 beta: 17.05473 diff 0.0003015035 Iteration: 14 ELBO: -96580.82 tau: 1.571603 beta: 19.4453 diff 0.0002551562 Iteration: 15 ELBO: -96559.82 tau: 1.571119 beta: 21.97349 diff 0.0002173725 Iteration: 16 ELBO: -96541.81 tau: 1.57061 beta: 24.62247 diff 0.000186501 Iteration: 17 ELBO: -96526.24 tau: 1.57009 beta: 27.37551 diff 0.000161287 Iteration: 18 ELBO: -96512.66 tau: 1.56957 beta: 30.21664 diff 0.0001407398 Iteration: 19 ELBO: -96500.69 tau: 1.569058 beta: 33.13114 diff 0.0001240508 Iteration: 20 ELBO: -96490.02 tau: 1.568558 beta: 36.10585 diff 0.0001105483 After 21 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97328.18 tau: 1.595768 beta: 1.893009 diff Inf Iteration: 2 ELBO: -96394.38 tau: 1.602022 beta: 2.223551 diff 0.009594331 Iteration: 3 ELBO: -96074.12 tau: 1.611846 beta: 2.71056 diff 0.00332245 Iteration: 4 ELBO: -95865.04 tau: 1.619421 beta: 3.352948 diff 0.00217622 Iteration: 5 ELBO: -95717.63 tau: 1.623664 beta: 4.170329 diff 0.001537641 Iteration: 6 ELBO: -95603.67 tau: 1.626033 beta: 5.18027 diff 0.001190629 Iteration: 7 ELBO: -95511.26 tau: 1.627395 beta: 6.399306 diff 0.000966591 Iteration: 8 ELBO: -95434.44 tau: 1.62816 beta: 7.843014 diff 0.0008042883 Iteration: 9 ELBO: -95369.62 tau: 1.628546 beta: 9.52413 diff 0.0006792243 Iteration: 10 ELBO: -95314.45 tau: 1.628685 beta: 11.45029 diff 0.0005785276 Iteration: 11 ELBO: -95267.34 tau: 1.628659 beta: 13.62274 diff 0.0004941885 Iteration: 12 ELBO: -95227.16 tau: 1.628513 beta: 16.03604 diff 0.0004217782 Iteration: 13 ELBO: -95192.96 tau: 1.628277 beta: 18.6785 diff 0.0003591057 Iteration: 14 ELBO: -95163.93 tau: 1.627971 beta: 21.53301 diff 0.0003050174 Iteration: 15 ELBO: -95139.31 tau: 1.627611 beta: 24.57809 diff 0.0002586557 Iteration: 16 ELBO: -95118.46 tau: 1.62721 beta: 27.78913 diff 0.0002191537 Iteration: 17 ELBO: -95100.81 tau: 1.626781 beta: 31.13961 diff 0.0001856113 Iteration: 18 ELBO: -95085.86 tau: 1.626331 beta: 34.60229 diff 0.0001571692 Iteration: 19 ELBO: -95073.21 tau: 1.62587 beta: 38.15029 diff 0.0001330702 Iteration: 20 ELBO: -95062.5 tau: 1.625403 beta: 41.75801 diff 0.0001126766 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95900.26 tau: 1.654354 beta: 1.880595 diff Inf Iteration: 2 ELBO: -94987.08 tau: 1.659493 beta: 2.242883 diff 0.00952221 Iteration: 3 ELBO: -94703.49 tau: 1.66688 beta: 2.790142 diff 0.002985599 Iteration: 4 ELBO: -94509.24 tau: 1.673164 beta: 3.50139 diff 0.002051077 Iteration: 5 ELBO: -94360.59 tau: 1.677355 beta: 4.393831 diff 0.00157288 Iteration: 6 ELBO: -94240.13 tau: 1.6801 beta: 5.490194 diff 0.001276569 Iteration: 7 ELBO: -94140.2 tau: 1.681901 beta: 6.812924 diff 0.001060419 Iteration: 8 ELBO: -94056.32 tau: 1.683058 beta: 8.382034 diff 0.0008910416 Iteration: 9 ELBO: -93985.17 tau: 1.683777 beta: 10.21277 diff 0.0007564397 Iteration: 10 ELBO: -93924.25 tau: 1.684209 beta: 12.31367 diff 0.0006481681 Iteration: 11 ELBO: -93871.76 tau: 1.684458 beta: 14.68528 diff 0.0005588211 Iteration: 12 ELBO: -93826.47 tau: 1.684588 beta: 17.31944 diff 0.0004824773 Iteration: 13 ELBO: -93787.55 tau: 1.684631 beta: 20.19972 diff 0.0004148383 Iteration: 14 ELBO: -93754.4 tau: 1.684595 beta: 23.30362 diff 0.0003534172 Iteration: 15 ELBO: -93726.48 tau: 1.684472 beta: 26.60593 diff 0.0002977895 Iteration: 16 ELBO: -93703.16 tau: 1.684259 beta: 30.08136 diff 0.0002488849 Iteration: 17 ELBO: -93683.71 tau: 1.683962 beta: 33.70597 diff 0.0002074968 Iteration: 18 ELBO: -93667.46 tau: 1.683596 beta: 37.4577 diff 0.0001734893 Iteration: 19 ELBO: -93653.79 tau: 1.68318 beta: 41.31639 diff 0.0001459807 Iteration: 20 ELBO: -93642.19 tau: 1.682728 beta: 45.26371 diff 0.0001238107 Iteration: 21 ELBO: -93632.28 tau: 1.682255 beta: 49.28303 diff 0.0001058668 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94545.6 tau: 1.712894 beta: 1.908934 diff Inf Iteration: 2 ELBO: -93641.89 tau: 1.717952 beta: 2.257126 diff 0.009558461 Iteration: 3 ELBO: -93373.77 tau: 1.723939 beta: 2.805363 diff 0.002863302 Iteration: 4 ELBO: -93192.28 tau: 1.728992 beta: 3.528876 diff 0.001943653 Iteration: 5 ELBO: -93052.58 tau: 1.73237 beta: 4.441405 diff 0.001499046 Iteration: 6 ELBO: -92938.96 tau: 1.734576 beta: 5.566091 diff 0.001221068 Iteration: 7 ELBO: -92844.33 tau: 1.736008 beta: 6.926199 diff 0.001018138 Iteration: 8 ELBO: -92764.76 tau: 1.736907 beta: 8.541008 diff 0.0008570285 Iteration: 9 ELBO: -92697.63 tau: 1.737415 beta: 10.42416 diff 0.0007236792 Iteration: 10 ELBO: -92640.88 tau: 1.737631 beta: 12.58315 diff 0.0006121556 Iteration: 11 ELBO: -92592.8 tau: 1.737627 beta: 15.01939 diff 0.0005190099 Iteration: 12 ELBO: -92551.93 tau: 1.737463 beta: 17.72825 diff 0.0004414285 Iteration: 13 ELBO: -92517.05 tau: 1.737187 beta: 20.69921 diff 0.0003768176 Iteration: 14 ELBO: -92487.19 tau: 1.736835 beta: 23.91633 diff 0.0003227894 Iteration: 15 ELBO: -92461.54 tau: 1.736433 beta: 27.35946 diff 0.0002773544 Iteration: 16 ELBO: -92439.44 tau: 1.735999 beta: 31.00585 diff 0.0002390537 Iteration: 17 ELBO: -92420.31 tau: 1.735544 beta: 34.83154 diff 0.0002068525 Iteration: 18 ELBO: -92403.69 tau: 1.735079 beta: 38.81221 diff 0.0001798738 Iteration: 19 ELBO: -92389.16 tau: 1.734612 beta: 42.92366 diff 0.0001572409 Iteration: 20 ELBO: -92376.4 tau: 1.734148 beta: 47.14206 diff 0.0001381025 Iteration: 21 ELBO: -92365.16 tau: 1.733693 beta: 51.44434 diff 0.0001217113 Iteration: 22 ELBO: -92355.23 tau: 1.733246 beta: 55.80867 diff 0.0001074702 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.168134 [SoftImpute] Iter 1: observed MAE=0.006663 rank=943 [SoftImpute] Iter 2: observed MAE=0.006574 rank=943 [SoftImpute] Iter 3: observed MAE=0.006575 rank=943 [SoftImpute] Iter 4: observed MAE=0.006575 rank=943 [SoftImpute] Iter 5: observed MAE=0.006576 rank=943 [SoftImpute] Iter 6: observed MAE=0.006576 rank=943 [SoftImpute] Iter 7: observed MAE=0.006576 rank=942 [SoftImpute] Iter 8: observed MAE=0.006577 rank=941 [SoftImpute] Iter 9: observed MAE=0.006577 rank=940 [SoftImpute] Iter 10: observed MAE=0.006577 rank=938 [SoftImpute] Iter 11: observed MAE=0.006577 rank=935 [SoftImpute] Iter 12: observed MAE=0.006577 rank=934 [SoftImpute] Iter 13: observed MAE=0.006577 rank=933 [SoftImpute] Iter 14: observed MAE=0.006576 rank=932 [SoftImpute] Iter 15: observed MAE=0.006576 rank=929 [SoftImpute] Iter 16: observed MAE=0.006576 rank=927 [SoftImpute] Iter 17: observed MAE=0.006576 rank=926 [SoftImpute] Iter 18: observed MAE=0.006575 rank=922 [SoftImpute] Iter 19: observed MAE=0.006574 rank=919 [SoftImpute] Iter 20: observed MAE=0.006574 rank=918 [SoftImpute] Iter 21: observed MAE=0.006573 rank=916 [SoftImpute] Iter 22: observed MAE=0.006573 rank=913 [SoftImpute] Iter 23: observed MAE=0.006572 rank=912 [SoftImpute] Iter 24: observed MAE=0.006571 rank=910 [SoftImpute] Iter 25: observed MAE=0.006571 rank=908 [SoftImpute] Iter 26: observed MAE=0.006570 rank=906 [SoftImpute] Iter 27: observed MAE=0.006569 rank=904 [SoftImpute] Iter 28: observed MAE=0.006568 rank=901 [SoftImpute] Iter 29: observed MAE=0.006567 rank=897 [SoftImpute] Iter 30: observed MAE=0.006566 rank=896 [SoftImpute] Iter 31: observed MAE=0.006565 rank=893 [SoftImpute] Iter 32: observed MAE=0.006564 rank=891 [SoftImpute] Iter 33: observed MAE=0.006564 rank=889 [SoftImpute] Iter 34: observed MAE=0.006563 rank=888 [SoftImpute] Iter 35: observed MAE=0.006562 rank=886 [SoftImpute] Iter 36: observed MAE=0.006561 rank=884 [SoftImpute] Iter 37: observed MAE=0.006560 rank=882 [SoftImpute] Iter 38: observed MAE=0.006559 rank=879 [SoftImpute] Iter 39: observed MAE=0.006558 rank=877 [SoftImpute] Iter 40: observed MAE=0.006557 rank=875 [SoftImpute] Iter 41: observed MAE=0.006556 rank=874 [SoftImpute] Iter 42: observed MAE=0.006555 rank=872 [SoftImpute] Iter 43: observed MAE=0.006554 rank=871 [SoftImpute] Iter 44: observed MAE=0.006552 rank=867 [SoftImpute] Iter 45: observed MAE=0.006551 rank=865 [SoftImpute] Iter 46: observed MAE=0.006550 rank=864 [SoftImpute] Iter 47: observed MAE=0.006549 rank=862 [SoftImpute] Iter 48: observed MAE=0.006548 rank=859 [SoftImpute] Iter 49: observed MAE=0.006546 rank=857 [SoftImpute] Iter 50: observed MAE=0.006545 rank=856 [SoftImpute] Iter 51: observed MAE=0.006544 rank=854 [SoftImpute] Iter 52: observed MAE=0.006543 rank=853 [SoftImpute] Iter 53: observed MAE=0.006541 rank=850 [SoftImpute] Iter 54: observed MAE=0.006540 rank=848 [SoftImpute] Iter 55: observed MAE=0.006539 rank=846 [SoftImpute] Iter 56: observed MAE=0.006537 rank=845 [SoftImpute] Iter 57: observed MAE=0.006536 rank=843 [SoftImpute] Iter 58: observed MAE=0.006534 rank=841 [SoftImpute] Iter 59: observed MAE=0.006533 rank=840 [SoftImpute] Iter 60: observed MAE=0.006532 rank=837 [SoftImpute] Iter 61: observed MAE=0.006530 rank=836 [SoftImpute] Iter 62: observed MAE=0.006529 rank=832 [SoftImpute] Stopped after iteration 62 for lambda=0.100000 Imputing row 1/943 with 1463 missing, elapsed time: 4.070 Imputing row 101/943 with 1625 missing, elapsed time: 5.563 Imputing row 201/943 with 1365 missing, elapsed time: 7.070 Imputing row 301/943 with 1461 missing, elapsed time: 8.550 Imputing row 401/943 with 1555 missing, elapsed time: 10.022 Imputing row 501/943 with 1625 missing, elapsed time: 11.497 Imputing row 601/943 with 1556 missing, elapsed time: 12.995 Imputing row 701/943 with 1656 missing, elapsed time: 14.480 Imputing row 801/943 with 1661 missing, elapsed time: 15.976 Imputing row 901/943 with 1589 missing, elapsed time: 17.468 [KNN] Warning: 34280/1586126 still missing after imputation, replacing with 0 ########### perturbation 21 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215852.4 tau: 0.08780512 beta: 0.06174048 diff Inf Iteration: 2 ELBO: -130276.8 tau: 0.7129299 beta: 0.1026857 diff 0.3964544 Iteration: 3 ELBO: -114704.2 tau: 1.098879 beta: 0.391292 diff 0.1195343 Iteration: 4 ELBO: -112953.3 tau: 1.154316 beta: 0.7960629 diff 0.01526484 Iteration: 5 ELBO: -112585.1 tau: 1.163126 beta: 1.063968 diff 0.003259621 Iteration: 6 ELBO: -112506.7 tau: 1.164223 beta: 1.212 diff 0.0006964989 Iteration: 7 ELBO: -112490 tau: 1.164082 beta: 1.289174 diff 0.000148508 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108514.7 tau: 1.204155 beta: 1.841198 diff Inf Iteration: 2 ELBO: -107578.7 tau: 1.210677 beta: 2.084122 diff 0.008625102 Iteration: 3 ELBO: -107235.4 tau: 1.219107 beta: 2.460051 diff 0.003191088 Iteration: 4 ELBO: -106982.7 tau: 1.226923 beta: 2.942608 diff 0.002357026 Iteration: 5 ELBO: -106786.6 tau: 1.232762 beta: 3.538059 diff 0.001833165 Iteration: 6 ELBO: -106635.6 tau: 1.236746 beta: 4.258176 diff 0.001413808 Iteration: 7 ELBO: -106519.2 tau: 1.239372 beta: 5.104978 diff 0.001091321 Iteration: 8 ELBO: -106427.9 tau: 1.241125 beta: 6.066859 diff 0.0008569437 Iteration: 9 ELBO: -106353.7 tau: 1.242376 beta: 7.123363 diff 0.0006976516 Iteration: 10 ELBO: -106289.6 tau: 1.243412 beta: 8.249354 diff 0.0006026984 Iteration: 11 ELBO: -106230.6 tau: 1.244432 beta: 9.417869 diff 0.0005551884 Iteration: 12 ELBO: -106173.5 tau: 1.245545 beta: 10.60396 diff 0.0005376681 Iteration: 13 ELBO: -106116.1 tau: 1.246803 beta: 11.7885 diff 0.0005399734 Iteration: 14 ELBO: -106056.4 tau: 1.248253 beta: 12.95916 diff 0.0005626633 Iteration: 15 ELBO: -105991.2 tau: 1.25 beta: 14.10809 diff 0.0006154434 Iteration: 16 ELBO: -105915.5 tau: 1.252235 beta: 15.22727 diff 0.0007133901 Iteration: 17 ELBO: -105823.2 tau: 1.255255 beta: 16.29946 diff 0.0008716814 Iteration: 18 ELBO: -105709.9 tau: 1.259321 beta: 17.29525 diff 0.001070744 Iteration: 19 ELBO: -105583.4 tau: 1.264193 beta: 18.1981 diff 0.001196257 Iteration: 20 ELBO: -105468.1 tau: 1.268869 beta: 19.03586 diff 0.001092621 Iteration: 21 ELBO: -105386.6 tau: 1.272241 beta: 19.85909 diff 0.0007730485 Iteration: 22 ELBO: -105337.3 tau: 1.274203 beta: 20.67891 diff 0.0004677886 Iteration: 23 ELBO: -105308.4 tau: 1.27525 beta: 21.48171 diff 0.0002740215 Iteration: 24 ELBO: -105291.4 tau: 1.275776 beta: 22.25472 diff 0.00016154 After 25 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105262.9 tau: 1.306552 beta: 1.862712 diff Inf Iteration: 2 ELBO: -104256.7 tau: 1.314498 beta: 2.130867 diff 0.009558817 Iteration: 3 ELBO: -103885 tau: 1.325684 beta: 2.530128 diff 0.003565613 Iteration: 4 ELBO: -103625.8 tau: 1.33489 beta: 3.04832 diff 0.002495079 Iteration: 5 ELBO: -103440.2 tau: 1.340858 beta: 3.697853 diff 0.001791163 Iteration: 6 ELBO: -103306.8 tau: 1.344302 beta: 4.495428 diff 0.001289563 Iteration: 7 ELBO: -103205.8 tau: 1.346252 beta: 5.449881 diff 0.0009774462 Iteration: 8 ELBO: -103125.8 tau: 1.347361 beta: 6.565342 diff 0.0007753844 Iteration: 9 ELBO: -103060.4 tau: 1.347978 beta: 7.843284 diff 0.0006341493 Iteration: 10 ELBO: -103006 tau: 1.348291 beta: 9.282701 diff 0.0005278434 Iteration: 11 ELBO: -102960.3 tau: 1.348403 beta: 10.87961 diff 0.0004437176 Iteration: 12 ELBO: -102921.7 tau: 1.348381 beta: 12.62664 diff 0.0003750196 Iteration: 13 ELBO: -102889 tau: 1.348265 beta: 14.51313 diff 0.000317582 Iteration: 14 ELBO: -102861.3 tau: 1.348081 beta: 16.52549 diff 0.0002687863 Iteration: 15 ELBO: -102838 tau: 1.347846 beta: 18.64807 diff 0.0002270916 Iteration: 16 ELBO: -102818.3 tau: 1.347572 beta: 20.86408 diff 0.0001915761 Iteration: 17 ELBO: -102801.7 tau: 1.347268 beta: 23.15649 diff 0.0001615597 Iteration: 18 ELBO: -102787.6 tau: 1.346942 beta: 25.50873 diff 0.0001363996 Iteration: 19 ELBO: -102775.8 tau: 1.346603 beta: 27.90519 diff 0.0001154417 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103250 tau: 1.374595 beta: 1.854085 diff Inf Iteration: 2 ELBO: -102293 tau: 1.381335 beta: 2.146505 diff 0.009268888 Iteration: 3 ELBO: -101961 tau: 1.391032 beta: 2.563891 diff 0.003246273 Iteration: 4 ELBO: -101729.3 tau: 1.399371 beta: 3.088937 diff 0.002272028 Iteration: 5 ELBO: -101562.1 tau: 1.404651 beta: 3.743083 diff 0.00164317 Iteration: 6 ELBO: -101429.8 tau: 1.40811 beta: 4.535259 diff 0.001302794 Iteration: 7 ELBO: -101319.3 tau: 1.410612 beta: 5.466288 diff 0.001089369 Iteration: 8 ELBO: -101224.1 tau: 1.412573 beta: 6.532565 diff 0.0009394982 Iteration: 9 ELBO: -101140.3 tau: 1.414237 beta: 7.724818 diff 0.0008279477 Iteration: 10 ELBO: -101065.7 tau: 1.415755 beta: 9.027067 diff 0.0007380203 Iteration: 11 ELBO: -101000.2 tau: 1.417144 beta: 10.41944 diff 0.0006477136 Iteration: 12 ELBO: -100945.7 tau: 1.41829 beta: 11.8835 diff 0.0005397221 Iteration: 13 ELBO: -100902.9 tau: 1.419082 beta: 13.40409 diff 0.0004243856 Iteration: 14 ELBO: -100870.1 tau: 1.419526 beta: 14.96798 diff 0.0003248474 Iteration: 15 ELBO: -100845 tau: 1.419703 beta: 16.56299 diff 0.0002488436 Iteration: 16 ELBO: -100825.5 tau: 1.419698 beta: 18.17776 diff 0.0001930486 Iteration: 17 ELBO: -100810.2 tau: 1.419577 beta: 19.80165 diff 0.0001521917 Iteration: 18 ELBO: -100797.9 tau: 1.419384 beta: 21.42473 diff 0.0001218935 After 19 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101125.3 tau: 1.449912 beta: 1.873411 diff Inf Iteration: 2 ELBO: -100173.2 tau: 1.457297 beta: 2.163789 diff 0.00941471 Iteration: 3 ELBO: -99848.27 tau: 1.467149 beta: 2.583005 diff 0.003243811 Iteration: 4 ELBO: -99641.76 tau: 1.474384 beta: 3.127592 diff 0.002068233 Iteration: 5 ELBO: -99500.02 tau: 1.478349 beta: 3.817045 diff 0.001422505 Iteration: 6 ELBO: -99390.89 tau: 1.480608 beta: 4.663331 diff 0.001096801 Iteration: 7 ELBO: -99301.06 tau: 1.482017 beta: 5.674722 diff 0.0009038212 Iteration: 8 ELBO: -99224.98 tau: 1.482933 beta: 6.857648 diff 0.0007661385 Iteration: 9 ELBO: -99160.18 tau: 1.483498 beta: 8.21724 diff 0.000653015 Iteration: 10 ELBO: -99105.11 tau: 1.483783 beta: 9.756536 diff 0.0005553802 Iteration: 11 ELBO: -99058.35 tau: 1.483852 beta: 11.47514 diff 0.0004718321 Iteration: 12 ELBO: -99018.59 tau: 1.483763 beta: 13.36818 diff 0.0004014204 Iteration: 13 ELBO: -98984.71 tau: 1.48357 beta: 15.42602 diff 0.000342138 Iteration: 14 ELBO: -98955.84 tau: 1.483307 beta: 17.63486 diff 0.0002916668 Iteration: 15 ELBO: -98931.28 tau: 1.482997 beta: 19.97794 diff 0.0002481707 Iteration: 16 ELBO: -98910.45 tau: 1.482653 beta: 22.43695 diff 0.0002105197 Iteration: 17 ELBO: -98892.84 tau: 1.482282 beta: 24.99315 diff 0.0001780957 Iteration: 18 ELBO: -98877.95 tau: 1.48189 beta: 27.62811 diff 0.0001504797 Iteration: 19 ELBO: -98865.37 tau: 1.481483 beta: 30.32421 diff 0.0001272404 Iteration: 20 ELBO: -98854.71 tau: 1.481067 beta: 33.06501 diff 0.0001078716 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99578.06 tau: 1.509803 beta: 1.814146 diff Inf Iteration: 2 ELBO: -98610.87 tau: 1.517417 beta: 2.10015 diff 0.009712903 Iteration: 3 ELBO: -98321.55 tau: 1.525199 beta: 2.554042 diff 0.002933952 Iteration: 4 ELBO: -98145.95 tau: 1.530068 beta: 3.167198 diff 0.001786014 Iteration: 5 ELBO: -98018.04 tau: 1.532544 beta: 3.954152 diff 0.001303269 Iteration: 6 ELBO: -97914.1 tau: 1.53389 beta: 4.932084 diff 0.001060394 Iteration: 7 ELBO: -97825.75 tau: 1.534694 beta: 6.117679 diff 0.000902297 Iteration: 8 ELBO: -97749.51 tau: 1.535197 beta: 7.524537 diff 0.0007793463 Iteration: 9 ELBO: -97683.61 tau: 1.535501 beta: 9.16129 diff 0.0006742347 Iteration: 10 ELBO: -97626.84 tau: 1.53565 beta: 11.031 diff 0.0005811067 Iteration: 11 ELBO: -97578.16 tau: 1.535675 beta: 13.13094 diff 0.0004986769 Iteration: 12 ELBO: -97536.51 tau: 1.535598 beta: 15.45251 diff 0.0004267623 Iteration: 13 ELBO: -97500.93 tau: 1.535441 beta: 17.98163 diff 0.0003648615 Iteration: 14 ELBO: -97470.48 tau: 1.535222 beta: 20.70009 diff 0.0003122676 Iteration: 15 ELBO: -97444.32 tau: 1.534955 beta: 23.58729 diff 0.0002683916 Iteration: 16 ELBO: -97421.64 tau: 1.534659 beta: 26.62141 diff 0.0002327607 Iteration: 17 ELBO: -97401.69 tau: 1.534355 beta: 29.77965 diff 0.0002047865 Iteration: 18 ELBO: -97383.81 tau: 1.534065 beta: 33.03735 diff 0.0001835568 Iteration: 19 ELBO: -97367.47 tau: 1.533815 beta: 36.36702 diff 0.0001677778 Iteration: 20 ELBO: -97352.3 tau: 1.533622 beta: 39.73775 diff 0.0001558217 Iteration: 21 ELBO: -97338.1 tau: 1.533498 beta: 43.11623 diff 0.000145834 Iteration: 22 ELBO: -97324.87 tau: 1.533437 beta: 46.46919 diff 0.0001359498 Iteration: 23 ELBO: -97312.73 tau: 1.533421 beta: 49.7673 diff 0.0001247208 Iteration: 24 ELBO: -97301.87 tau: 1.533421 beta: 52.98881 diff 0.0001116441 After 25 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98234.49 tau: 1.560592 beta: 1.875842 diff Inf Iteration: 2 ELBO: -97321.13 tau: 1.565315 beta: 2.220336 diff 0.009297756 Iteration: 3 ELBO: -97032.97 tau: 1.572393 beta: 2.740096 diff 0.002960965 Iteration: 4 ELBO: -96836.32 tau: 1.578746 beta: 3.400425 diff 0.002026592 Iteration: 5 ELBO: -96688 tau: 1.583131 beta: 4.206593 diff 0.0015317 Iteration: 6 ELBO: -96570.59 tau: 1.586036 beta: 5.173132 diff 0.00121431 Iteration: 7 ELBO: -96476.26 tau: 1.587901 beta: 6.31438 diff 0.0009768047 Iteration: 8 ELBO: -96400 tau: 1.589007 beta: 7.641582 diff 0.0007903895 Iteration: 9 ELBO: -96337.7 tau: 1.589574 beta: 9.16186 diff 0.0006462503 Iteration: 10 ELBO: -96286.13 tau: 1.58977 beta: 10.87783 diff 0.0005353937 Iteration: 11 ELBO: -96242.92 tau: 1.589718 beta: 12.78761 diff 0.0004486904 Iteration: 12 ELBO: -96206.43 tau: 1.5895 beta: 14.88505 diff 0.0003792073 Iteration: 13 ELBO: -96175.41 tau: 1.589172 beta: 17.16026 diff 0.000322376 Iteration: 14 ELBO: -96148.94 tau: 1.588769 beta: 19.60016 diff 0.0002752915 Iteration: 15 ELBO: -96126.24 tau: 1.588319 beta: 22.18918 diff 0.0002360335 Iteration: 16 ELBO: -96106.71 tau: 1.587842 beta: 24.90988 diff 0.0002032158 Iteration: 17 ELBO: -96089.82 tau: 1.587351 beta: 27.74361 diff 0.0001757423 Iteration: 18 ELBO: -96075.15 tau: 1.586858 beta: 30.67103 diff 0.0001526988 Iteration: 19 ELBO: -96062.34 tau: 1.586371 beta: 33.67269 diff 0.0001333191 Iteration: 20 ELBO: -96051.1 tau: 1.585896 beta: 36.72954 diff 0.0001169787 Iteration: 21 ELBO: -96041.19 tau: 1.585437 beta: 39.82346 diff 0.0001031861 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96902.43 tau: 1.612985 beta: 1.895828 diff Inf Iteration: 2 ELBO: -95995.33 tau: 1.617957 beta: 2.251495 diff 0.009360972 Iteration: 3 ELBO: -95712.51 tau: 1.624984 beta: 2.793395 diff 0.002946209 Iteration: 4 ELBO: -95520.95 tau: 1.630861 beta: 3.50213 diff 0.002001464 Iteration: 5 ELBO: -95376.81 tau: 1.634585 beta: 4.394806 diff 0.001508898 Iteration: 6 ELBO: -95260.87 tau: 1.636938 beta: 5.49189 diff 0.001215639 Iteration: 7 ELBO: -95165.1 tau: 1.638471 beta: 6.810836 diff 0.001005334 Iteration: 8 ELBO: -95085.36 tau: 1.639447 beta: 8.364747 diff 0.0008378876 Iteration: 9 ELBO: -95018.55 tau: 1.640028 beta: 10.16137 diff 0.0007026434 Iteration: 10 ELBO: -94962.18 tau: 1.640328 beta: 12.20302 diff 0.0005932242 Iteration: 11 ELBO: -94914.31 tau: 1.64043 beta: 14.48713 diff 0.0005041956 Iteration: 12 ELBO: -94873.35 tau: 1.640396 beta: 17.00664 diff 0.0004314964 Iteration: 13 ELBO: -94838.08 tau: 1.64027 beta: 19.75038 diff 0.0003717926 Iteration: 14 ELBO: -94807.53 tau: 1.640082 beta: 22.70469 diff 0.0003220555 Iteration: 15 ELBO: -94780.97 tau: 1.639845 beta: 25.85638 diff 0.0002802319 Iteration: 16 ELBO: -94757.66 tau: 1.639568 beta: 29.19488 diff 0.0002459049 Iteration: 17 ELBO: -94736.87 tau: 1.639266 beta: 32.71249 diff 0.0002193453 Iteration: 18 ELBO: -94717.91 tau: 1.638961 beta: 36.40398 diff 0.0002002202 Iteration: 19 ELBO: -94700.15 tau: 1.638674 beta: 40.26662 diff 0.0001874499 Iteration: 20 ELBO: -94683.15 tau: 1.638422 beta: 44.30009 diff 0.0001795382 Iteration: 21 ELBO: -94666.6 tau: 1.638216 beta: 48.50603 diff 0.000174754 Iteration: 22 ELBO: -94650.39 tau: 1.638056 beta: 52.88725 diff 0.0001712631 Iteration: 23 ELBO: -94634.55 tau: 1.637936 beta: 57.44684 diff 0.0001673738 Iteration: 24 ELBO: -94619.23 tau: 1.637839 beta: 62.1871 diff 0.0001618605 Iteration: 25 ELBO: -94604.64 tau: 1.637749 beta: 67.10822 diff 0.0001541658 Iteration: 26 ELBO: -94590.99 tau: 1.637649 beta: 72.20686 diff 0.000144349 Iteration: 27 ELBO: -94578.42 tau: 1.637527 beta: 77.47484 diff 0.0001328636 Iteration: 28 ELBO: -94567.04 tau: 1.637377 beta: 82.89842 diff 0.000120331 Iteration: 29 ELBO: -94556.88 tau: 1.637196 beta: 88.45854 diff 0.0001073893 After 30 iteration ends!
R[write to console]: Factor 8 zeroed out!
[SoftImpute] Max Singular Value of X_init = 512.789701 [SoftImpute] Iter 1: observed MAE=0.006665 rank=943 [SoftImpute] Iter 2: observed MAE=0.006576 rank=943 [SoftImpute] Iter 3: observed MAE=0.006577 rank=943 [SoftImpute] Iter 4: observed MAE=0.006577 rank=943 [SoftImpute] Iter 5: observed MAE=0.006578 rank=943 [SoftImpute] Iter 6: observed MAE=0.006578 rank=943 [SoftImpute] Iter 7: observed MAE=0.006578 rank=941 [SoftImpute] Iter 8: observed MAE=0.006579 rank=940 [SoftImpute] Iter 9: observed MAE=0.006579 rank=938 [SoftImpute] Iter 10: observed MAE=0.006579 rank=937 [SoftImpute] Iter 11: observed MAE=0.006579 rank=935 [SoftImpute] Iter 12: observed MAE=0.006579 rank=933 [SoftImpute] Iter 13: observed MAE=0.006578 rank=931 [SoftImpute] Iter 14: observed MAE=0.006578 rank=929 [SoftImpute] Iter 15: observed MAE=0.006578 rank=927 [SoftImpute] Iter 16: observed MAE=0.006577 rank=925 [SoftImpute] Iter 17: observed MAE=0.006577 rank=923 [SoftImpute] Iter 18: observed MAE=0.006577 rank=921 [SoftImpute] Iter 19: observed MAE=0.006576 rank=919 [SoftImpute] Iter 20: observed MAE=0.006576 rank=917 [SoftImpute] Iter 21: observed MAE=0.006575 rank=916 [SoftImpute] Iter 22: observed MAE=0.006575 rank=914 [SoftImpute] Iter 23: observed MAE=0.006574 rank=912 [SoftImpute] Iter 24: observed MAE=0.006573 rank=909 [SoftImpute] Iter 25: observed MAE=0.006573 rank=908 [SoftImpute] Iter 26: observed MAE=0.006572 rank=906 [SoftImpute] Iter 27: observed MAE=0.006571 rank=903 [SoftImpute] Iter 28: observed MAE=0.006570 rank=901 [SoftImpute] Iter 29: observed MAE=0.006570 rank=899 [SoftImpute] Iter 30: observed MAE=0.006569 rank=897 [SoftImpute] Iter 31: observed MAE=0.006568 rank=895 [SoftImpute] Iter 32: observed MAE=0.006567 rank=892 [SoftImpute] Iter 33: observed MAE=0.006566 rank=890 [SoftImpute] Iter 34: observed MAE=0.006565 rank=888 [SoftImpute] Iter 35: observed MAE=0.006564 rank=886 [SoftImpute] Iter 36: observed MAE=0.006563 rank=884 [SoftImpute] Iter 37: observed MAE=0.006561 rank=882 [SoftImpute] Iter 38: observed MAE=0.006560 rank=879 [SoftImpute] Iter 39: observed MAE=0.006559 rank=877 [SoftImpute] Iter 40: observed MAE=0.006558 rank=875 [SoftImpute] Iter 41: observed MAE=0.006557 rank=873 [SoftImpute] Iter 42: observed MAE=0.006556 rank=872 [SoftImpute] Iter 43: observed MAE=0.006554 rank=869 [SoftImpute] Iter 44: observed MAE=0.006553 rank=869 [SoftImpute] Iter 45: observed MAE=0.006552 rank=866 [SoftImpute] Iter 46: observed MAE=0.006551 rank=865 [SoftImpute] Iter 47: observed MAE=0.006550 rank=862 [SoftImpute] Iter 48: observed MAE=0.006549 rank=860 [SoftImpute] Iter 49: observed MAE=0.006547 rank=858 [SoftImpute] Iter 50: observed MAE=0.006546 rank=857 [SoftImpute] Iter 51: observed MAE=0.006545 rank=854 [SoftImpute] Iter 52: observed MAE=0.006543 rank=853 [SoftImpute] Iter 53: observed MAE=0.006542 rank=851 [SoftImpute] Iter 54: observed MAE=0.006541 rank=849 [SoftImpute] Iter 55: observed MAE=0.006539 rank=847 [SoftImpute] Iter 56: observed MAE=0.006538 rank=845 [SoftImpute] Iter 57: observed MAE=0.006537 rank=842 [SoftImpute] Iter 58: observed MAE=0.006535 rank=841 [SoftImpute] Iter 59: observed MAE=0.006534 rank=839 [SoftImpute] Iter 60: observed MAE=0.006532 rank=837 [SoftImpute] Iter 61: observed MAE=0.006531 rank=834 [SoftImpute] Iter 62: observed MAE=0.006529 rank=833 [SoftImpute] Iter 63: observed MAE=0.006528 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1464 missing, elapsed time: 4.049 Imputing row 101/943 with 1632 missing, elapsed time: 5.538 Imputing row 201/943 with 1367 missing, elapsed time: 7.039 Imputing row 301/943 with 1461 missing, elapsed time: 8.530 Imputing row 401/943 with 1555 missing, elapsed time: 10.002 Imputing row 501/943 with 1625 missing, elapsed time: 11.495 Imputing row 601/943 with 1563 missing, elapsed time: 12.991 Imputing row 701/943 with 1655 missing, elapsed time: 14.488 Imputing row 801/943 with 1659 missing, elapsed time: 15.994 Imputing row 901/943 with 1581 missing, elapsed time: 17.499 [KNN] Warning: 33597/1586126 still missing after imputation, replacing with 0 ########### perturbation 22 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215875.6 tau: 0.08780243 beta: 0.06024727 diff Inf Iteration: 2 ELBO: -131071.1 tau: 0.6992656 beta: 0.09728916 diff 0.3928398 Iteration: 3 ELBO: -115358.7 tau: 1.081274 beta: 0.3714044 diff 0.1198768 Iteration: 4 ELBO: -113359.2 tau: 1.142757 beta: 0.7626015 diff 0.01733261 Iteration: 5 ELBO: -112914.8 tau: 1.15361 beta: 1.031092 diff 0.003920574 Iteration: 6 ELBO: -112819.5 tau: 1.15511 beta: 1.184233 diff 0.0008438273 Iteration: 7 ELBO: -112799.4 tau: 1.15501 beta: 1.266011 diff 0.0001779777 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108822.2 tau: 1.194852 beta: 1.836281 diff Inf Iteration: 2 ELBO: -107834.8 tau: 1.203748 beta: 2.04238 diff 0.009074189 Iteration: 3 ELBO: -107387.3 tau: 1.216763 beta: 2.33233 diff 0.004149398 Iteration: 4 ELBO: -106910.1 tau: 1.23371 beta: 2.675645 diff 0.004444388 Iteration: 5 ELBO: -106435.1 tau: 1.250933 beta: 3.113576 diff 0.004442914 Iteration: 6 ELBO: -106113.5 tau: 1.262275 beta: 3.657791 diff 0.003021415 Iteration: 7 ELBO: -105942.8 tau: 1.267585 beta: 4.282493 diff 0.001608475 Iteration: 8 ELBO: -105850.1 tau: 1.269721 beta: 4.968399 diff 0.000875067 Iteration: 9 ELBO: -105791.8 tau: 1.270507 beta: 5.706913 diff 0.0005504358 Iteration: 10 ELBO: -105749.2 tau: 1.270757 beta: 6.49421 diff 0.0004029444 Iteration: 11 ELBO: -105714.8 tau: 1.270795 beta: 7.327662 diff 0.0003252326 Iteration: 12 ELBO: -105685.7 tau: 1.270744 beta: 8.204176 diff 0.0002754278 Iteration: 13 ELBO: -105660.6 tau: 1.270653 beta: 9.119497 diff 0.0002378233 Iteration: 14 ELBO: -105638.7 tau: 1.270542 beta: 10.06804 diff 0.0002064821 Iteration: 15 ELBO: -105619.8 tau: 1.270421 beta: 11.04303 diff 0.0001791145 Iteration: 16 ELBO: -105603.5 tau: 1.270293 beta: 12.03675 diff 0.0001547967 Iteration: 17 ELBO: -105589.4 tau: 1.270161 beta: 13.04093 diff 0.0001331164 Iteration: 18 ELBO: -105577.4 tau: 1.270027 beta: 14.04705 diff 0.0001138468 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105419.5 tau: 1.301336 beta: 1.865926 diff Inf Iteration: 2 ELBO: -104450.7 tau: 1.307563 beta: 2.160736 diff 0.009189916 Iteration: 3 ELBO: -104095.6 tau: 1.317601 beta: 2.58039 diff 0.003400296 Iteration: 4 ELBO: -103836.9 tau: 1.326881 beta: 3.098946 diff 0.002484618 Iteration: 5 ELBO: -103658 tau: 1.332758 beta: 3.732368 diff 0.001723048 Iteration: 6 ELBO: -103527.9 tau: 1.336161 beta: 4.497987 diff 0.001255472 Iteration: 7 ELBO: -103422.6 tau: 1.338326 beta: 5.409878 diff 0.001016567 Iteration: 8 ELBO: -103332.5 tau: 1.339897 beta: 6.477468 diff 0.0008715523 Iteration: 9 ELBO: -103255.9 tau: 1.341055 beta: 7.703251 diff 0.0007414783 Iteration: 10 ELBO: -103192.5 tau: 1.341835 beta: 9.083164 diff 0.0006141069 Iteration: 11 ELBO: -103141 tau: 1.342283 beta: 10.60893 diff 0.0004991545 Iteration: 12 ELBO: -103099.5 tau: 1.342467 beta: 12.26828 diff 0.0004025462 Iteration: 13 ELBO: -103066 tau: 1.342457 beta: 14.04615 diff 0.0003245388 Iteration: 14 ELBO: -103038.9 tau: 1.342313 beta: 15.92628 diff 0.0002628217 Iteration: 15 ELBO: -103016.8 tau: 1.342079 beta: 17.89204 diff 0.0002143818 Iteration: 16 ELBO: -102998.7 tau: 1.341789 beta: 19.92672 diff 0.0001762595 Iteration: 17 ELBO: -102983.6 tau: 1.341466 beta: 22.0138 diff 0.0001459664 Iteration: 18 ELBO: -102971.1 tau: 1.341126 beta: 24.13719 diff 0.0001215932 Iteration: 19 ELBO: -102960.6 tau: 1.340781 beta: 26.28149 diff 0.0001017277 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103427.5 tau: 1.36837 beta: 1.855823 diff Inf Iteration: 2 ELBO: -102479.4 tau: 1.374595 beta: 2.14349 diff 0.009166206 Iteration: 3 ELBO: -102174.1 tau: 1.382931 beta: 2.563116 diff 0.002979957 Iteration: 4 ELBO: -101977.6 tau: 1.389443 beta: 3.099009 diff 0.001923143 Iteration: 5 ELBO: -101840.6 tau: 1.393225 beta: 3.765186 diff 0.001343297 Iteration: 6 ELBO: -101734.4 tau: 1.395456 beta: 4.57083 diff 0.0010426 Iteration: 7 ELBO: -101646.9 tau: 1.396895 beta: 5.521044 diff 0.0008599989 Iteration: 8 ELBO: -101572.9 tau: 1.39788 beta: 6.618337 diff 0.0007281277 Iteration: 9 ELBO: -101509.7 tau: 1.398567 beta: 7.862704 diff 0.0006222396 Iteration: 10 ELBO: -101455.7 tau: 1.399025 beta: 9.252043 diff 0.0005319076 Iteration: 11 ELBO: -101409.7 tau: 1.39929 beta: 10.7827 diff 0.0004537633 Iteration: 12 ELBO: -101370.3 tau: 1.399394 beta: 12.44944 diff 0.0003878233 Iteration: 13 ELBO: -101336.5 tau: 1.399374 beta: 14.24564 diff 0.0003339085 Iteration: 14 ELBO: -101307 tau: 1.399264 beta: 16.16388 diff 0.0002908353 Iteration: 15 ELBO: -101281 tau: 1.399097 beta: 18.19598 diff 0.0002569162 Iteration: 16 ELBO: -101257.6 tau: 1.398901 beta: 20.33269 diff 0.0002303947 Iteration: 17 ELBO: -101236.4 tau: 1.398699 beta: 22.56304 diff 0.0002096487 Iteration: 18 ELBO: -101216.9 tau: 1.398509 beta: 24.87379 diff 0.0001932273 Iteration: 19 ELBO: -101198.6 tau: 1.398344 beta: 27.24898 diff 0.0001798556 Iteration: 20 ELBO: -101181.6 tau: 1.398212 beta: 29.66976 diff 0.0001684738 Iteration: 21 ELBO: -101165.6 tau: 1.398119 beta: 32.11443 diff 0.0001582834 Iteration: 22 ELBO: -101150.5 tau: 1.398067 beta: 34.55873 diff 0.0001487468 Iteration: 23 ELBO: -101136.4 tau: 1.398057 beta: 36.97635 diff 0.0001395473 Iteration: 24 ELBO: -101123.2 tau: 1.398088 beta: 39.33995 diff 0.0001305555 Iteration: 25 ELBO: -101110.9 tau: 1.39816 beta: 41.62239 diff 0.0001218087 Iteration: 26 ELBO: -101099.4 tau: 1.398271 beta: 43.79817 diff 0.0001134796 Iteration: 27 ELBO: -101088.7 tau: 1.398421 beta: 45.84501 diff 0.000105821 After 28 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101807.3 tau: 1.426025 beta: 1.828863 diff Inf Iteration: 2 ELBO: -100849 tau: 1.434306 beta: 2.098987 diff 0.009412712 Iteration: 3 ELBO: -100534.5 tau: 1.443167 beta: 2.533743 diff 0.003118513 Iteration: 4 ELBO: -100327.5 tau: 1.449717 beta: 3.126708 diff 0.002059012 Iteration: 5 ELBO: -100175.7 tau: 1.453713 beta: 3.881369 diff 0.001512341 Iteration: 6 ELBO: -100055.3 tau: 1.456267 beta: 4.798253 diff 0.001202239 Iteration: 7 ELBO: -99955.6 tau: 1.458006 beta: 5.879202 diff 0.0009965884 Iteration: 8 ELBO: -99871.09 tau: 1.459261 beta: 7.125658 diff 0.0008454181 Iteration: 9 ELBO: -99799.24 tau: 1.460174 beta: 8.539392 diff 0.0007194382 Iteration: 10 ELBO: -99738.6 tau: 1.460785 beta: 10.12326 diff 0.000607616 Iteration: 11 ELBO: -99687.44 tau: 1.461145 beta: 11.87846 diff 0.0005129219 Iteration: 12 ELBO: -99644.01 tau: 1.461316 beta: 13.80216 diff 0.0004356752 Iteration: 13 ELBO: -99606.89 tau: 1.461357 beta: 15.88748 diff 0.000372563 Iteration: 14 ELBO: -99574.96 tau: 1.461307 beta: 18.12419 diff 0.0003205502 Iteration: 15 ELBO: -99547.31 tau: 1.4612 beta: 20.49908 diff 0.0002777111 Iteration: 16 ELBO: -99523.15 tau: 1.46106 beta: 22.99568 diff 0.0002426372 Iteration: 17 ELBO: -99501.86 tau: 1.460908 beta: 25.59426 diff 0.0002139615 Iteration: 18 ELBO: -99482.93 tau: 1.460761 beta: 28.27214 diff 0.0001902906 Iteration: 19 ELBO: -99465.98 tau: 1.460628 beta: 31.00453 diff 0.0001703067 Iteration: 20 ELBO: -99450.78 tau: 1.460514 beta: 33.76571 diff 0.0001528849 Iteration: 21 ELBO: -99437.13 tau: 1.460417 beta: 36.53022 diff 0.0001371795 Iteration: 22 ELBO: -99424.94 tau: 1.460333 beta: 39.27398 diff 0.0001226489 Iteration: 23 ELBO: -99414.1 tau: 1.460259 beta: 41.97509 diff 0.0001090109 After 24 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100122.4 tau: 1.488424 beta: 1.846856 diff Inf Iteration: 2 ELBO: -99159.83 tau: 1.494929 beta: 2.145601 diff 0.009614098 Iteration: 3 ELBO: -98852.54 tau: 1.50362 beta: 2.596987 diff 0.003098898 Iteration: 4 ELBO: -98668.36 tau: 1.509376 beta: 3.19726 diff 0.001863142 Iteration: 5 ELBO: -98540.13 tau: 1.512271 beta: 3.964335 diff 0.001299604 Iteration: 6 ELBO: -98439.11 tau: 1.51377 beta: 4.914068 diff 0.001025211 Iteration: 7 ELBO: -98354.51 tau: 1.514612 beta: 6.060381 diff 0.0008594435 Iteration: 8 ELBO: -98281.6 tau: 1.515115 beta: 7.415063 diff 0.0007412941 Iteration: 9 ELBO: -98217.9 tau: 1.515422 beta: 8.987235 diff 0.0006480604 Iteration: 10 ELBO: -98161.88 tau: 1.515605 beta: 10.78277 diff 0.0005703694 Iteration: 11 ELBO: -98112.43 tau: 1.515706 beta: 12.80341 diff 0.0005038003 Iteration: 12 ELBO: -98068.74 tau: 1.515752 beta: 15.04601 diff 0.000445345 Iteration: 13 ELBO: -98030.23 tau: 1.515754 beta: 17.50313 diff 0.000392651 Iteration: 14 ELBO: -97996.45 tau: 1.51571 beta: 20.16475 diff 0.0003445743 Iteration: 15 ELBO: -97966.93 tau: 1.515616 beta: 23.02004 diff 0.0003012596 Iteration: 16 ELBO: -97941.14 tau: 1.515472 beta: 26.05795 diff 0.0002632279 Iteration: 17 ELBO: -97918.56 tau: 1.515286 beta: 29.26727 diff 0.0002305644 Iteration: 18 ELBO: -97898.69 tau: 1.515066 beta: 32.63665 diff 0.0002029046 Iteration: 19 ELBO: -97881.1 tau: 1.514822 beta: 36.15463 diff 0.0001797259 Iteration: 20 ELBO: -97865.39 tau: 1.514565 beta: 39.8093 diff 0.0001605038 Iteration: 21 ELBO: -97851.22 tau: 1.514304 beta: 43.58786 diff 0.0001447381 Iteration: 22 ELBO: -97838.31 tau: 1.514048 beta: 47.47601 diff 0.0001319513 Iteration: 23 ELBO: -97826.4 tau: 1.513805 beta: 51.45753 diff 0.0001216956 Iteration: 24 ELBO: -97815.29 tau: 1.513582 beta: 55.51402 diff 0.0001135583 Iteration: 25 ELBO: -97804.81 tau: 1.513386 beta: 59.62469 diff 0.0001071464 Iteration: 26 ELBO: -97794.83 tau: 1.51322 beta: 63.76625 diff 0.0001020503 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98742.11 tau: 1.540979 beta: 1.852442 diff Inf Iteration: 2 ELBO: -97815.47 tau: 1.547646 beta: 2.151799 diff 0.009384466 Iteration: 3 ELBO: -97523.49 tau: 1.555373 beta: 2.608456 diff 0.002984981 Iteration: 4 ELBO: -97324.74 tau: 1.561778 beta: 3.200062 diff 0.002038024 Iteration: 5 ELBO: -97179.2 tau: 1.565708 beta: 3.940216 diff 0.001495421 Iteration: 6 ELBO: -97066.1 tau: 1.567998 beta: 4.843353 diff 0.001163773 Iteration: 7 ELBO: -96974.21 tau: 1.569361 beta: 5.92147 diff 0.0009466656 Iteration: 8 ELBO: -96897.41 tau: 1.570181 beta: 7.184719 diff 0.0007919522 Iteration: 9 ELBO: -96832.22 tau: 1.570652 beta: 8.641449 diff 0.0006727861 Iteration: 10 ELBO: -96776.45 tau: 1.570878 beta: 10.29782 diff 0.0005759909 Iteration: 11 ELBO: -96728.51 tau: 1.570923 beta: 12.1572 diff 0.000495343 Iteration: 12 ELBO: -96687.16 tau: 1.570833 beta: 14.2196 diff 0.0004274542 Iteration: 13 ELBO: -96651.38 tau: 1.570644 beta: 16.48157 diff 0.0003700344 Iteration: 14 ELBO: -96620.32 tau: 1.570383 beta: 18.93639 diff 0.0003213971 Iteration: 15 ELBO: -96593.24 tau: 1.570073 beta: 21.57455 diff 0.0002802558 Iteration: 16 ELBO: -96569.53 tau: 1.569728 beta: 24.38429 diff 0.0002454908 Iteration: 17 ELBO: -96548.66 tau: 1.569361 beta: 27.35238 diff 0.0002160735 Iteration: 18 ELBO: -96530.21 tau: 1.568982 beta: 30.46471 diff 0.0001911589 Iteration: 19 ELBO: -96513.79 tau: 1.568598 beta: 33.70634 diff 0.0001700672 Iteration: 20 ELBO: -96499.1 tau: 1.568217 beta: 37.06131 diff 0.0001521821 Iteration: 21 ELBO: -96485.89 tau: 1.567847 beta: 40.51254 diff 0.0001369276 Iteration: 22 ELBO: -96473.95 tau: 1.567493 beta: 44.04184 diff 0.0001237898 Iteration: 23 ELBO: -96463.11 tau: 1.567159 beta: 47.62992 diff 0.0001123116 Iteration: 24 ELBO: -96453.26 tau: 1.566848 beta: 51.25647 diff 0.0001020727 After 25 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97386.13 tau: 1.593669 beta: 1.882707 diff Inf Iteration: 2 ELBO: -96464.4 tau: 1.599387 beta: 2.209117 diff 0.009464765 Iteration: 3 ELBO: -96170.23 tau: 1.607501 beta: 2.695783 diff 0.003049445 Iteration: 4 ELBO: -95975.35 tau: 1.613916 beta: 3.335658 diff 0.002026416 Iteration: 5 ELBO: -95830.62 tau: 1.617896 beta: 4.144656 diff 0.001508025 Iteration: 6 ELBO: -95713.82 tau: 1.620536 beta: 5.132405 diff 0.001218778 Iteration: 7 ELBO: -95617.68 tau: 1.622355 beta: 6.308252 diff 0.001004447 Iteration: 8 ELBO: -95538.51 tau: 1.623552 beta: 7.679033 diff 0.0008279808 Iteration: 9 ELBO: -95472.68 tau: 1.624313 beta: 9.244927 diff 0.0006891062 Iteration: 10 ELBO: -95417.53 tau: 1.624763 beta: 11.00104 diff 0.0005776651 Iteration: 11 ELBO: -95371.1 tau: 1.624983 beta: 12.93798 diff 0.0004865309 Iteration: 12 ELBO: -95331.89 tau: 1.625035 beta: 15.04234 diff 0.0004111336 Iteration: 13 ELBO: -95298.68 tau: 1.624962 beta: 17.29796 diff 0.00034839 Iteration: 14 ELBO: -95270.44 tau: 1.624801 beta: 19.68691 diff 0.0002963596 Iteration: 15 ELBO: -95246.28 tau: 1.624579 beta: 22.18993 diff 0.0002535814 Iteration: 16 ELBO: -95225.46 tau: 1.624322 beta: 24.78641 diff 0.0002186147 Iteration: 17 ELBO: -95207.37 tau: 1.624051 beta: 27.45425 diff 0.0001899794 Iteration: 18 ELBO: -95191.54 tau: 1.623783 beta: 30.16994 diff 0.0001662542 Iteration: 19 ELBO: -95177.62 tau: 1.623527 beta: 32.90932 diff 0.0001461592 Iteration: 20 ELBO: -95165.38 tau: 1.623286 beta: 35.64897 diff 0.0001286402 Iteration: 21 ELBO: -95154.63 tau: 1.623059 beta: 38.36795 diff 0.0001130112 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95953.53 tau: 1.652125 beta: 1.882356 diff Inf Iteration: 2 ELBO: -95049.22 tau: 1.656776 beta: 2.233878 diff 0.009424484 Iteration: 3 ELBO: -94751.86 tau: 1.664812 beta: 2.754456 diff 0.003128486 Iteration: 4 ELBO: -94549.13 tau: 1.671824 beta: 3.429557 diff 0.002139623 Iteration: 5 ELBO: -94405.83 tau: 1.675825 beta: 4.283998 diff 0.001515562 Iteration: 6 ELBO: -94295.7 tau: 1.677955 beta: 5.339483 diff 0.00116655 Iteration: 7 ELBO: -94205.79 tau: 1.679152 beta: 6.612885 diff 0.0009535726 Iteration: 8 ELBO: -94130.13 tau: 1.679859 beta: 8.11627 diff 0.0008031039 Iteration: 9 ELBO: -94065.77 tau: 1.680266 beta: 9.856069 diff 0.0006837219 Iteration: 10 ELBO: -94010.97 tau: 1.680455 beta: 11.8327 diff 0.0005825288 Iteration: 11 ELBO: -93964.4 tau: 1.680476 beta: 14.04043 diff 0.0004954183 Iteration: 12 ELBO: -93924.85 tau: 1.680366 beta: 16.46721 diff 0.0004209076 Iteration: 13 ELBO: -93891.28 tau: 1.680162 beta: 19.09491 diff 0.0003573911 Iteration: 14 ELBO: -93862.81 tau: 1.67989 beta: 21.90045 diff 0.0003032608 Iteration: 15 ELBO: -93838.66 tau: 1.679567 beta: 24.85747 diff 0.0002572843 Iteration: 16 ELBO: -93818.15 tau: 1.679207 beta: 27.93825 diff 0.0002185394 Iteration: 17 ELBO: -93800.68 tau: 1.678821 beta: 31.11532 diff 0.0001862249 Iteration: 18 ELBO: -93785.71 tau: 1.67842 beta: 34.36279 diff 0.0001595441 Iteration: 19 ELBO: -93772.8 tau: 1.678011 beta: 37.65722 diff 0.0001376841 Iteration: 20 ELBO: -93761.56 tau: 1.677603 beta: 40.9781 diff 0.0001198545 Iteration: 21 ELBO: -93751.69 tau: 1.677202 beta: 44.30811 diff 0.0001053359 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94683.96 tau: 1.706522 beta: 1.925808 diff Inf Iteration: 2 ELBO: -93781.07 tau: 1.711303 beta: 2.278199 diff 0.009535822 Iteration: 3 ELBO: -93504.47 tau: 1.71794 beta: 2.826754 diff 0.002949454 Iteration: 4 ELBO: -93318.88 tau: 1.723537 beta: 3.551934 diff 0.001984773 Iteration: 5 ELBO: -93178.1 tau: 1.727169 beta: 4.468603 diff 0.001508673 Iteration: 6 ELBO: -93064.02 tau: 1.729517 beta: 5.595455 diff 0.001224282 Iteration: 7 ELBO: -92968.65 tau: 1.731091 beta: 6.948791 diff 0.001024807 Iteration: 8 ELBO: -92887.83 tau: 1.732168 beta: 8.540904 diff 0.000869291 Iteration: 9 ELBO: -92819.16 tau: 1.732882 beta: 10.38042 diff 0.000739257 Iteration: 10 ELBO: -92760.9 tau: 1.733303 beta: 12.4724 diff 0.0006276704 Iteration: 11 ELBO: -92711.53 tau: 1.733489 beta: 14.81731 diff 0.0005322489 Iteration: 12 ELBO: -92669.69 tau: 1.733488 beta: 17.41024 diff 0.0004512631 Iteration: 13 ELBO: -92634.22 tau: 1.733346 beta: 20.24106 diff 0.0003827593 Iteration: 14 ELBO: -92604.13 tau: 1.733093 beta: 23.29527 diff 0.0003248994 Iteration: 15 ELBO: -92578.56 tau: 1.732757 beta: 26.55509 diff 0.0002761384 Iteration: 16 ELBO: -92556.78 tau: 1.732357 beta: 30.00061 diff 0.000235171 Iteration: 17 ELBO: -92538.2 tau: 1.731911 beta: 33.61076 diff 0.0002008339 Iteration: 18 ELBO: -92522.27 tau: 1.731432 beta: 37.36419 diff 0.0001720737 Iteration: 19 ELBO: -92508.58 tau: 1.730932 beta: 41.24008 diff 0.000147969 Iteration: 20 ELBO: -92496.76 tau: 1.730419 beta: 45.21877 diff 0.0001277514 Iteration: 21 ELBO: -92486.51 tau: 1.729901 beta: 49.2824 diff 0.0001107964 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93485.25 tau: 1.761251 beta: 1.827179 diff Inf Iteration: 2 ELBO: -92585.23 tau: 1.766051 beta: 2.144867 diff 0.009627371 Iteration: 3 ELBO: -92298.72 tau: 1.772761 beta: 2.652106 diff 0.003094612 Iteration: 4 ELBO: -92103.93 tau: 1.778811 beta: 3.322828 diff 0.002110329 Iteration: 5 ELBO: -91955.86 tau: 1.782952 beta: 4.167718 diff 0.001607723 Iteration: 6 ELBO: -91837.1 tau: 1.785624 beta: 5.210003 diff 0.001291423 Iteration: 7 ELBO: -91739.12 tau: 1.787292 beta: 6.475401 diff 0.00106688 Iteration: 8 ELBO: -91656.68 tau: 1.788302 beta: 7.987103 diff 0.0008987038 Iteration: 9 ELBO: -91586.43 tau: 1.788875 beta: 9.764277 diff 0.0007664529 Iteration: 10 ELBO: -91526.09 tau: 1.789148 beta: 11.82094 diff 0.0006588062 Iteration: 11 ELBO: -91474.02 tau: 1.789213 beta: 14.16467 diff 0.0005688698 Iteration: 12 ELBO: -91429.01 tau: 1.789133 beta: 16.79571 diff 0.0004920281 Iteration: 13 ELBO: -91390.13 tau: 1.78895 beta: 19.70685 diff 0.0004253017 Iteration: 14 ELBO: -91356.6 tau: 1.788691 beta: 22.88374 diff 0.0003668393 Iteration: 15 ELBO: -91327.78 tau: 1.788375 beta: 26.30575 diff 0.0003154667 Iteration: 16 ELBO: -91303.09 tau: 1.788013 beta: 29.94706 diff 0.0002703767 Iteration: 17 ELBO: -91282.01 tau: 1.787618 beta: 33.77804 diff 0.0002309487 Iteration: 18 ELBO: -91264.05 tau: 1.787196 beta: 37.76675 diff 0.0001966518 Iteration: 19 ELBO: -91248.81 tau: 1.786755 beta: 41.88048 diff 0.0001670003 Iteration: 20 ELBO: -91235.9 tau: 1.7863 beta: 46.08716 diff 0.0001415361 Iteration: 21 ELBO: -91224.97 tau: 1.785837 beta: 50.35645 diff 0.0001198199 Iteration: 22 ELBO: -91215.71 tau: 1.785371 beta: 54.66068 diff 0.0001014254 After 23 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92254.58 tau: 1.815128 beta: 1.860845 diff Inf Iteration: 2 ELBO: -91343.61 tau: 1.819088 beta: 2.228669 diff 0.009874572 Iteration: 3 ELBO: -91056.41 tau: 1.826638 beta: 2.785621 diff 0.003144212 Iteration: 4 ELBO: -90861.46 tau: 1.833287 beta: 3.512361 diff 0.002140955 Iteration: 5 ELBO: -90717.05 tau: 1.837378 beta: 4.429436 diff 0.001589301 Iteration: 6 ELBO: -90603.12 tau: 1.839672 beta: 5.566088 diff 0.001255871 Iteration: 7 ELBO: -90509.76 tau: 1.840891 beta: 6.952097 diff 0.001030469 Iteration: 8 ELBO: -90431.43 tau: 1.841465 beta: 8.614459 diff 0.0008654414 Iteration: 9 ELBO: -90364.77 tau: 1.841645 beta: 10.57548 diff 0.0007371008 Iteration: 10 ELBO: -90307.65 tau: 1.841572 beta: 12.85148 diff 0.0006321191 Iteration: 11 ELBO: -90258.6 tau: 1.841328 beta: 15.45194 diff 0.000543121 Iteration: 12 ELBO: -90216.52 tau: 1.840961 beta: 18.37929 diff 0.0004662942 Iteration: 13 ELBO: -90180.45 tau: 1.840501 beta: 21.629 diff 0.0003997565 Iteration: 14 ELBO: -90149.57 tau: 1.83997 beta: 25.19001 diff 0.0003424242 Iteration: 15 ELBO: -90123.12 tau: 1.839389 beta: 29.04574 diff 0.0002934255 Iteration: 16 ELBO: -90100.42 tau: 1.838773 beta: 33.1754 diff 0.0002518834 Iteration: 17 ELBO: -90080.88 tau: 1.838135 beta: 37.55553 diff 0.0002168782 Iteration: 18 ELBO: -90063.99 tau: 1.837487 beta: 42.16138 diff 0.0001874887 Iteration: 19 ELBO: -90049.32 tau: 1.836838 beta: 46.96828 diff 0.0001628511 Iteration: 20 ELBO: -90036.52 tau: 1.836195 beta: 51.95262 diff 0.0001422008 Iteration: 21 ELBO: -90025.27 tau: 1.835562 beta: 57.09271 diff 0.0001248877 Iteration: 22 ELBO: -90015.34 tau: 1.834944 beta: 62.36934 diff 0.0001103715 After 23 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.591659 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006573 rank=943 [SoftImpute] Iter 3: observed MAE=0.006574 rank=943 [SoftImpute] Iter 4: observed MAE=0.006574 rank=943 [SoftImpute] Iter 5: observed MAE=0.006575 rank=943 [SoftImpute] Iter 6: observed MAE=0.006575 rank=943 [SoftImpute] Iter 7: observed MAE=0.006575 rank=941 [SoftImpute] Iter 8: observed MAE=0.006576 rank=940 [SoftImpute] Iter 9: observed MAE=0.006576 rank=938 [SoftImpute] Iter 10: observed MAE=0.006576 rank=937 [SoftImpute] Iter 11: observed MAE=0.006576 rank=935 [SoftImpute] Iter 12: observed MAE=0.006576 rank=934 [SoftImpute] Iter 13: observed MAE=0.006576 rank=933 [SoftImpute] Iter 14: observed MAE=0.006575 rank=930 [SoftImpute] Iter 15: observed MAE=0.006575 rank=928 [SoftImpute] Iter 16: observed MAE=0.006575 rank=926 [SoftImpute] Iter 17: observed MAE=0.006574 rank=924 [SoftImpute] Iter 18: observed MAE=0.006574 rank=923 [SoftImpute] Iter 19: observed MAE=0.006573 rank=920 [SoftImpute] Iter 20: observed MAE=0.006573 rank=917 [SoftImpute] Iter 21: observed MAE=0.006572 rank=916 [SoftImpute] Iter 22: observed MAE=0.006572 rank=914 [SoftImpute] Iter 23: observed MAE=0.006571 rank=913 [SoftImpute] Iter 24: observed MAE=0.006571 rank=910 [SoftImpute] Iter 25: observed MAE=0.006570 rank=908 [SoftImpute] Iter 26: observed MAE=0.006569 rank=907 [SoftImpute] Iter 27: observed MAE=0.006568 rank=903 [SoftImpute] Iter 28: observed MAE=0.006568 rank=901 [SoftImpute] Iter 29: observed MAE=0.006567 rank=898 [SoftImpute] Iter 30: observed MAE=0.006565 rank=896 [SoftImpute] Iter 31: observed MAE=0.006565 rank=895 [SoftImpute] Iter 32: observed MAE=0.006564 rank=893 [SoftImpute] Iter 33: observed MAE=0.006563 rank=891 [SoftImpute] Iter 34: observed MAE=0.006562 rank=889 [SoftImpute] Iter 35: observed MAE=0.006561 rank=886 [SoftImpute] Iter 36: observed MAE=0.006560 rank=884 [SoftImpute] Iter 37: observed MAE=0.006559 rank=883 [SoftImpute] Iter 38: observed MAE=0.006558 rank=881 [SoftImpute] Iter 39: observed MAE=0.006557 rank=879 [SoftImpute] Iter 40: observed MAE=0.006556 rank=875 [SoftImpute] Iter 41: observed MAE=0.006555 rank=873 [SoftImpute] Iter 42: observed MAE=0.006553 rank=871 [SoftImpute] Iter 43: observed MAE=0.006552 rank=870 [SoftImpute] Iter 44: observed MAE=0.006551 rank=868 [SoftImpute] Iter 45: observed MAE=0.006550 rank=867 [SoftImpute] Iter 46: observed MAE=0.006549 rank=865 [SoftImpute] Iter 47: observed MAE=0.006548 rank=862 [SoftImpute] Iter 48: observed MAE=0.006547 rank=861 [SoftImpute] Iter 49: observed MAE=0.006545 rank=858 [SoftImpute] Iter 50: observed MAE=0.006544 rank=857 [SoftImpute] Iter 51: observed MAE=0.006543 rank=855 [SoftImpute] Iter 52: observed MAE=0.006541 rank=852 [SoftImpute] Iter 53: observed MAE=0.006540 rank=850 [SoftImpute] Iter 54: observed MAE=0.006539 rank=849 [SoftImpute] Iter 55: observed MAE=0.006538 rank=848 [SoftImpute] Iter 56: observed MAE=0.006536 rank=846 [SoftImpute] Iter 57: observed MAE=0.006535 rank=844 [SoftImpute] Iter 58: observed MAE=0.006534 rank=841 [SoftImpute] Iter 59: observed MAE=0.006532 rank=840 [SoftImpute] Iter 60: observed MAE=0.006531 rank=838 [SoftImpute] Iter 61: observed MAE=0.006530 rank=837 [SoftImpute] Iter 62: observed MAE=0.006528 rank=836 [SoftImpute] Iter 63: observed MAE=0.006527 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1467 missing, elapsed time: 4.041 Imputing row 101/943 with 1631 missing, elapsed time: 5.530 Imputing row 201/943 with 1364 missing, elapsed time: 7.041 Imputing row 301/943 with 1458 missing, elapsed time: 8.526 Imputing row 401/943 with 1549 missing, elapsed time: 10.023 Imputing row 501/943 with 1623 missing, elapsed time: 11.502 Imputing row 601/943 with 1566 missing, elapsed time: 12.997 Imputing row 701/943 with 1655 missing, elapsed time: 14.500 Imputing row 801/943 with 1661 missing, elapsed time: 16.022 Imputing row 901/943 with 1578 missing, elapsed time: 17.527 [KNN] Warning: 30957/1586126 still missing after imputation, replacing with 0 ########### perturbation 23 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216319.1 tau: 0.08668409 beta: 0.06421137 diff Inf Iteration: 2 ELBO: -130894.5 tau: 0.7015222 beta: 0.1085373 diff 0.3949006 Iteration: 3 ELBO: -115088.6 tau: 1.087726 beta: 0.4159866 diff 0.1207533 Iteration: 4 ELBO: -113163.5 tau: 1.147841 beta: 0.837991 diff 0.01672681 Iteration: 5 ELBO: -112745.6 tau: 1.158174 beta: 1.116074 diff 0.00369305 Iteration: 6 ELBO: -112656.3 tau: 1.159601 beta: 1.27042 diff 0.0007917205 Iteration: 7 ELBO: -112637.6 tau: 1.159514 beta: 1.351347 diff 0.0001663471 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108671.4 tau: 1.199258 beta: 1.852235 diff Inf Iteration: 2 ELBO: -107719.9 tau: 1.205994 beta: 2.094838 diff 0.008755902 Iteration: 3 ELBO: -107311.3 tau: 1.217162 beta: 2.437863 diff 0.003793313 Iteration: 4 ELBO: -106878.5 tau: 1.23236 beta: 2.829625 diff 0.00403294 Iteration: 5 ELBO: -106366.5 tau: 1.251293 beta: 3.267725 diff 0.004790581 Iteration: 6 ELBO: -106008.9 tau: 1.264636 beta: 3.805673 diff 0.00336201 Iteration: 7 ELBO: -105836.9 tau: 1.27032 beta: 4.42487 diff 0.001622087 Iteration: 8 ELBO: -105748.4 tau: 1.272394 beta: 5.104085 diff 0.0008362452 Iteration: 9 ELBO: -105693.1 tau: 1.273114 beta: 5.835505 diff 0.0005237355 Iteration: 10 ELBO: -105652.3 tau: 1.273335 beta: 6.615188 diff 0.0003857556 Iteration: 11 ELBO: -105619.3 tau: 1.273366 beta: 7.439088 diff 0.0003117832 Iteration: 12 ELBO: -105591.6 tau: 1.273316 beta: 8.30267 diff 0.0002624015 Iteration: 13 ELBO: -105568 tau: 1.273224 beta: 9.200897 diff 0.0002240428 Iteration: 14 ELBO: -105547.7 tau: 1.273104 beta: 10.12797 diff 0.0001920803 Iteration: 15 ELBO: -105530.3 tau: 1.272966 beta: 11.07716 diff 0.0001646661 Iteration: 16 ELBO: -105515.4 tau: 1.272817 beta: 12.04097 diff 0.0001408387 Iteration: 17 ELBO: -105502.8 tau: 1.272661 beta: 13.01145 diff 0.0001200242 Iteration: 18 ELBO: -105492 tau: 1.272501 beta: 13.98052 diff 0.0001018502 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105343.2 tau: 1.303888 beta: 1.861645 diff Inf Iteration: 2 ELBO: -104351 tau: 1.311745 beta: 2.138826 diff 0.009419457 Iteration: 3 ELBO: -103993.9 tau: 1.322105 beta: 2.555742 diff 0.003421703 Iteration: 4 ELBO: -103751 tau: 1.33032 beta: 3.102831 diff 0.002335557 Iteration: 5 ELBO: -103570.7 tau: 1.335683 beta: 3.800185 diff 0.00173806 Iteration: 6 ELBO: -103428 tau: 1.339208 beta: 4.664084 diff 0.001377713 Iteration: 7 ELBO: -103310.6 tau: 1.34167 beta: 5.701957 diff 0.001135267 Iteration: 8 ELBO: -103214.1 tau: 1.343396 beta: 6.915297 diff 0.0009342641 Iteration: 9 ELBO: -103135.7 tau: 1.344541 beta: 8.300441 diff 0.0007589601 Iteration: 10 ELBO: -103072.7 tau: 1.345231 beta: 9.849969 diff 0.0006109569 Iteration: 11 ELBO: -103022.2 tau: 1.345579 beta: 11.55353 diff 0.0004897941 Iteration: 12 ELBO: -102981.8 tau: 1.345674 beta: 13.39885 diff 0.0003924174 Iteration: 13 ELBO: -102949.3 tau: 1.345588 beta: 15.37313 diff 0.0003157348 Iteration: 14 ELBO: -102922.9 tau: 1.345381 beta: 17.46308 diff 0.0002565018 Iteration: 15 ELBO: -102901.2 tau: 1.345098 beta: 19.65434 diff 0.0002108376 Iteration: 16 ELBO: -102883.2 tau: 1.344772 beta: 21.93129 diff 0.0001750157 Iteration: 17 ELBO: -102868.1 tau: 1.344424 beta: 24.27741 diff 0.0001462468 Iteration: 18 ELBO: -102855.5 tau: 1.344065 beta: 26.67589 diff 0.0001227147 Iteration: 19 ELBO: -102844.9 tau: 1.343705 beta: 29.11022 diff 0.0001032595 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103348.7 tau: 1.370738 beta: 1.878238 diff Inf Iteration: 2 ELBO: -102392.4 tau: 1.377216 beta: 2.190506 diff 0.009252806 Iteration: 3 ELBO: -102063.7 tau: 1.386715 beta: 2.6439 diff 0.003210702 Iteration: 4 ELBO: -101852.3 tau: 1.393954 beta: 3.225578 diff 0.002071021 Iteration: 5 ELBO: -101707.7 tau: 1.398036 beta: 3.94569 diff 0.001419526 Iteration: 6 ELBO: -101598.8 tau: 1.400349 beta: 4.807519 diff 0.001071504 Iteration: 7 ELBO: -101511.3 tau: 1.401765 beta: 5.810731 diff 0.0008605714 Iteration: 8 ELBO: -101438.7 tau: 1.402688 beta: 6.953554 diff 0.0007150348 Iteration: 9 ELBO: -101377.3 tau: 1.403316 beta: 8.232681 diff 0.0006059698 Iteration: 10 ELBO: -101324.6 tau: 1.403752 beta: 9.643695 diff 0.0005198161 Iteration: 11 ELBO: -101278.9 tau: 1.404056 beta: 11.18129 diff 0.0004505522 Iteration: 12 ELBO: -101238.8 tau: 1.404275 beta: 12.83842 diff 0.0003960059 Iteration: 13 ELBO: -101202.8 tau: 1.40446 beta: 14.60484 diff 0.0003552986 Iteration: 14 ELBO: -101169.7 tau: 1.404663 beta: 16.46559 diff 0.0003276966 Iteration: 15 ELBO: -101138.1 tau: 1.404942 beta: 18.40032 diff 0.0003117025 Iteration: 16 ELBO: -101107.4 tau: 1.405338 beta: 20.38522 diff 0.0003038794 Iteration: 17 ELBO: -101077.3 tau: 1.405856 beta: 22.39869 diff 0.0002981393 Iteration: 18 ELBO: -101048.2 tau: 1.406452 beta: 24.42761 diff 0.0002872012 Iteration: 19 ELBO: -101021.3 tau: 1.407049 beta: 26.46706 diff 0.0002666746 Iteration: 20 ELBO: -100997.3 tau: 1.407578 beta: 28.51245 diff 0.0002376955 Iteration: 21 ELBO: -100976.6 tau: 1.408003 beta: 30.55276 diff 0.0002046312 Iteration: 22 ELBO: -100959.3 tau: 1.408318 beta: 32.57098 diff 0.0001713904 Iteration: 23 ELBO: -100945.1 tau: 1.408529 beta: 34.54912 diff 0.0001402915 Iteration: 24 ELBO: -100933.8 tau: 1.408647 beta: 36.47275 diff 0.0001126466 After 25 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101461 tau: 1.437902 beta: 1.862764 diff Inf Iteration: 2 ELBO: -100533.1 tau: 1.444356 beta: 2.15894 diff 0.009145635 Iteration: 3 ELBO: -100221 tau: 1.453083 beta: 2.592838 diff 0.003104188 Iteration: 4 ELBO: -100011.7 tau: 1.460116 beta: 3.156646 diff 0.002089071 Iteration: 5 ELBO: -99863.04 tau: 1.464265 beta: 3.871187 diff 0.001486051 Iteration: 6 ELBO: -99748.6 tau: 1.466648 beta: 4.750083 diff 0.001145936 Iteration: 7 ELBO: -99654.96 tau: 1.468122 beta: 5.801994 diff 0.0009387966 Iteration: 8 ELBO: -99576.29 tau: 1.469075 beta: 7.034044 diff 0.0007893781 Iteration: 9 ELBO: -99509.6 tau: 1.469675 beta: 8.451631 diff 0.0006697452 Iteration: 10 ELBO: -99452.82 tau: 1.470016 beta: 10.05781 diff 0.0005705518 Iteration: 11 ELBO: -99404.42 tau: 1.470157 beta: 11.8536 diff 0.0004866803 Iteration: 12 ELBO: -99363.11 tau: 1.470143 beta: 13.83738 diff 0.0004156312 Iteration: 13 ELBO: -99327.77 tau: 1.470011 beta: 16.00416 diff 0.0003555904 Iteration: 14 ELBO: -99297.51 tau: 1.46979 beta: 18.34552 diff 0.0003046416 Iteration: 15 ELBO: -99271.56 tau: 1.469505 beta: 20.84962 diff 0.0002613385 Iteration: 16 ELBO: -99249.27 tau: 1.469174 beta: 23.50116 diff 0.0002246131 Iteration: 17 ELBO: -99230.06 tau: 1.468814 beta: 26.28136 diff 0.0001935027 Iteration: 18 ELBO: -99213.48 tau: 1.468441 beta: 29.16846 diff 0.0001670545 Iteration: 19 ELBO: -99199.16 tau: 1.468064 beta: 32.13875 diff 0.0001443591 Iteration: 20 ELBO: -99186.8 tau: 1.46769 beta: 35.16834 diff 0.000124646 Iteration: 21 ELBO: -99176.15 tau: 1.46732 beta: 38.23495 diff 0.0001073799 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99966.76 tau: 1.494516 beta: 1.835976 diff Inf Iteration: 2 ELBO: -99011.32 tau: 1.500838 beta: 2.140223 diff 0.009557512 Iteration: 3 ELBO: -98702.23 tau: 1.509353 beta: 2.595349 diff 0.003121859 Iteration: 4 ELBO: -98500.82 tau: 1.515872 beta: 3.187605 diff 0.002040537 Iteration: 5 ELBO: -98356.8 tau: 1.519687 beta: 3.931778 diff 0.001462152 Iteration: 6 ELBO: -98246.89 tau: 1.521817 beta: 4.842285 diff 0.001117436 Iteration: 7 ELBO: -98158.94 tau: 1.522995 beta: 5.931101 diff 0.0008951645 Iteration: 8 ELBO: -98086.07 tau: 1.523651 beta: 7.205241 diff 0.0007423712 Iteration: 9 ELBO: -98024.64 tau: 1.523999 beta: 8.666842 diff 0.0006262886 Iteration: 10 ELBO: -97972.49 tau: 1.524139 beta: 10.31426 diff 0.0005320251 Iteration: 11 ELBO: -97927.98 tau: 1.524134 beta: 12.14206 diff 0.0004542822 Iteration: 12 ELBO: -97889.81 tau: 1.524029 beta: 14.14065 diff 0.0003898219 Iteration: 13 ELBO: -97856.93 tau: 1.523858 beta: 16.29682 diff 0.0003358943 Iteration: 14 ELBO: -97828.51 tau: 1.523642 beta: 18.5949 diff 0.0002904455 Iteration: 15 ELBO: -97803.84 tau: 1.523396 beta: 21.01844 diff 0.0002521005 Iteration: 16 ELBO: -97782.33 tau: 1.523127 beta: 23.5515 diff 0.0002200077 Iteration: 17 ELBO: -97763.4 tau: 1.522845 beta: 26.17938 diff 0.0001935657 Iteration: 18 ELBO: -97746.57 tau: 1.522556 beta: 28.88907 diff 0.0001721672 Iteration: 19 ELBO: -97731.4 tau: 1.52227 beta: 31.66951 diff 0.0001551097 Iteration: 20 ELBO: -97717.56 tau: 1.521994 beta: 34.51176 diff 0.0001416371 Iteration: 21 ELBO: -97704.76 tau: 1.521733 beta: 37.40916 diff 0.0001310071 Iteration: 22 ELBO: -97692.79 tau: 1.521491 beta: 40.35716 diff 0.0001225359 Iteration: 23 ELBO: -97681.49 tau: 1.521268 beta: 43.3532 diff 0.0001156168 Iteration: 24 ELBO: -97670.78 tau: 1.521065 beta: 46.39625 diff 0.0001097226 Iteration: 25 ELBO: -97660.58 tau: 1.520879 beta: 49.48635 diff 0.0001044054 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98540.59 tau: 1.548764 beta: 1.856378 diff Inf Iteration: 2 ELBO: -97613.54 tau: 1.554851 beta: 2.182922 diff 0.009407821 Iteration: 3 ELBO: -97339.2 tau: 1.561204 beta: 2.695344 diff 0.002810399 Iteration: 4 ELBO: -97150.31 tau: 1.566654 beta: 3.360349 diff 0.001940583 Iteration: 5 ELBO: -97004.89 tau: 1.570507 beta: 4.179487 diff 0.001496879 Iteration: 6 ELBO: -96888.49 tau: 1.573135 beta: 5.163542 diff 0.001199905 Iteration: 7 ELBO: -96793.85 tau: 1.574882 beta: 6.324742 diff 0.000976769 Iteration: 8 ELBO: -96716.07 tau: 1.575997 beta: 7.672912 diff 0.0008036307 Iteration: 9 ELBO: -96651.51 tau: 1.576659 beta: 9.214043 diff 0.0006675213 Iteration: 10 ELBO: -96597.43 tau: 1.576999 beta: 10.95011 diff 0.000559468 Iteration: 11 ELBO: -96551.76 tau: 1.57711 beta: 12.87936 diff 0.0004728631 Iteration: 12 ELBO: -96512.87 tau: 1.577058 beta: 14.99654 diff 0.0004027162 Iteration: 13 ELBO: -96479.55 tau: 1.576893 beta: 17.29319 diff 0.0003453046 Iteration: 14 ELBO: -96450.81 tau: 1.576652 beta: 19.75782 diff 0.0002978316 Iteration: 15 ELBO: -96425.92 tau: 1.57636 beta: 22.3763 diff 0.0002581235 Iteration: 16 ELBO: -96404.27 tau: 1.576037 beta: 25.13228 diff 0.0002244522 Iteration: 17 ELBO: -96385.43 tau: 1.575694 beta: 28.00779 diff 0.0001954683 Iteration: 18 ELBO: -96369.03 tau: 1.57534 beta: 30.98391 diff 0.0001701774 Iteration: 19 ELBO: -96354.77 tau: 1.574977 beta: 34.04151 diff 0.0001479135 Iteration: 20 ELBO: -96342.41 tau: 1.574607 beta: 37.16202 diff 0.0001282781 Iteration: 21 ELBO: -96331.71 tau: 1.574231 beta: 40.32811 diff 0.0001110431 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97174.1 tau: 1.601969 beta: 1.895914 diff Inf Iteration: 2 ELBO: -96274.38 tau: 1.606577 beta: 2.251736 diff 0.009258778 Iteration: 3 ELBO: -95975.2 tau: 1.61437 beta: 2.780049 diff 0.003107657 Iteration: 4 ELBO: -95765.47 tau: 1.62135 beta: 3.467657 diff 0.002185248 Iteration: 5 ELBO: -95611.18 tau: 1.625795 beta: 4.340265 diff 0.001611084 Iteration: 6 ELBO: -95491.95 tau: 1.628411 beta: 5.423712 diff 0.00124706 Iteration: 7 ELBO: -95396.07 tau: 1.629929 beta: 6.738761 diff 0.001004025 Iteration: 8 ELBO: -95316.98 tau: 1.630788 beta: 8.301019 diff 0.0008291042 Iteration: 9 ELBO: -95250.71 tau: 1.631241 beta: 10.12022 diff 0.0006952348 Iteration: 10 ELBO: -95194.7 tau: 1.631438 beta: 12.19934 diff 0.0005880605 Iteration: 11 ELBO: -95147.14 tau: 1.631465 beta: 14.53426 diff 0.000499607 Iteration: 12 ELBO: -95106.68 tau: 1.631374 beta: 17.11439 diff 0.0004251968 Iteration: 13 ELBO: -95072.24 tau: 1.631195 beta: 19.92397 diff 0.0003621409 Iteration: 14 ELBO: -95042.87 tau: 1.630946 beta: 22.94353 diff 0.0003088524 Iteration: 15 ELBO: -95017.78 tau: 1.630645 beta: 26.15096 diff 0.0002640648 Iteration: 16 ELBO: -94996.25 tau: 1.630305 beta: 29.52264 diff 0.0002265333 Iteration: 17 ELBO: -94977.72 tau: 1.629938 beta: 33.03436 diff 0.000195081 Iteration: 18 ELBO: -94961.7 tau: 1.629554 beta: 36.66226 diff 0.0001686759 Iteration: 19 ELBO: -94947.79 tau: 1.629158 beta: 40.38347 diff 0.0001464465 Iteration: 20 ELBO: -94935.67 tau: 1.628758 beta: 44.17659 diff 0.0001276655 Iteration: 21 ELBO: -94925.06 tau: 1.628357 beta: 48.02193 diff 0.0001117335 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95857.71 tau: 1.656416 beta: 1.875217 diff Inf Iteration: 2 ELBO: -94964.65 tau: 1.660595 beta: 2.228823 diff 0.009316545 Iteration: 3 ELBO: -94667.4 tau: 1.668209 beta: 2.765211 diff 0.00313017 Iteration: 4 ELBO: -94458.38 tau: 1.675427 beta: 3.466558 diff 0.002207924 Iteration: 5 ELBO: -94305.52 tau: 1.680053 beta: 4.354066 diff 0.001618278 Iteration: 6 ELBO: -94187.02 tau: 1.682749 beta: 5.450436 diff 0.001256533 Iteration: 7 ELBO: -94090.06 tau: 1.684383 beta: 6.774513 diff 0.001029396 Iteration: 8 ELBO: -94008.72 tau: 1.685406 beta: 8.342274 diff 0.0008645195 Iteration: 9 ELBO: -93939.8 tau: 1.686024 beta: 10.1659 diff 0.0007331445 Iteration: 10 ELBO: -93881.08 tau: 1.686356 beta: 12.25253 diff 0.0006250358 Iteration: 11 ELBO: -93830.93 tau: 1.686479 beta: 14.60347 diff 0.0005342723 Iteration: 12 ELBO: -93788.07 tau: 1.686446 beta: 17.21405 diff 0.0004567102 Iteration: 13 ELBO: -93751.52 tau: 1.686292 beta: 20.07386 diff 0.0003897283 Iteration: 14 ELBO: -93720.41 tau: 1.686045 beta: 23.16743 diff 0.0003317926 Iteration: 15 ELBO: -93693.99 tau: 1.685724 beta: 26.47534 diff 0.0002819561 Iteration: 16 ELBO: -93671.55 tau: 1.685346 beta: 29.97542 diff 0.000239487 Iteration: 17 ELBO: -93652.47 tau: 1.684928 beta: 33.64395 diff 0.000203662 Iteration: 18 ELBO: -93636.21 tau: 1.684482 beta: 37.45673 diff 0.0001736928 Iteration: 19 ELBO: -93622.28 tau: 1.684021 beta: 41.3898 diff 0.0001487447 Iteration: 20 ELBO: -93610.3 tau: 1.683554 beta: 45.42 diff 0.0001279956 Iteration: 21 ELBO: -93599.93 tau: 1.683089 beta: 49.5253 diff 0.0001106944 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94529.39 tau: 1.71325 beta: 1.92258 diff Inf Iteration: 2 ELBO: -93624.47 tau: 1.718415 beta: 2.275672 diff 0.009572897 Iteration: 3 ELBO: -93347 tau: 1.724998 beta: 2.834206 diff 0.002963645 Iteration: 4 ELBO: -93161.74 tau: 1.730268 beta: 3.581057 diff 0.001984623 Iteration: 5 ELBO: -93021.81 tau: 1.733533 beta: 4.533995 diff 0.00150211 Iteration: 6 ELBO: -92908.55 tau: 1.735553 beta: 5.71668 diff 0.001217496 Iteration: 7 ELBO: -92813.81 tau: 1.73684 beta: 7.152197 diff 0.001019743 Iteration: 8 ELBO: -92733.37 tau: 1.737652 beta: 8.861368 diff 0.0008666632 Iteration: 9 ELBO: -92664.5 tau: 1.738136 beta: 10.86043 diff 0.000742671 Iteration: 10 ELBO: -92605.22 tau: 1.738394 beta: 13.15856 diff 0.0006396971 Iteration: 11 ELBO: -92554.11 tau: 1.738497 beta: 15.75666 diff 0.0005519037 Iteration: 12 ELBO: -92510.11 tau: 1.738487 beta: 18.64733 diff 0.0004754192 Iteration: 13 ELBO: -92472.36 tau: 1.738387 beta: 21.81571 diff 0.0004080836 Iteration: 14 ELBO: -92440.1 tau: 1.738212 beta: 25.24074 diff 0.0003488558 Iteration: 15 ELBO: -92412.63 tau: 1.737973 beta: 28.89653 diff 0.0002971665 Iteration: 16 ELBO: -92389.3 tau: 1.737681 beta: 32.75371 diff 0.0002524666 Iteration: 17 ELBO: -92369.52 tau: 1.737347 beta: 36.78064 diff 0.0002140751 Iteration: 18 ELBO: -92352.78 tau: 1.736981 beta: 40.94471 diff 0.0001812391 Iteration: 19 ELBO: -92338.63 tau: 1.736591 beta: 45.21356 diff 0.0001532403 Iteration: 20 ELBO: -92326.67 tau: 1.736183 beta: 49.55624 diff 0.0001294513 Iteration: 21 ELBO: -92316.58 tau: 1.735762 beta: 53.94417 diff 0.0001093346 After 22 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.904969 [SoftImpute] Iter 1: observed MAE=0.006673 rank=943 [SoftImpute] Iter 2: observed MAE=0.006584 rank=943 [SoftImpute] Iter 3: observed MAE=0.006585 rank=943 [SoftImpute] Iter 4: observed MAE=0.006585 rank=943 [SoftImpute] Iter 5: observed MAE=0.006586 rank=943 [SoftImpute] Iter 6: observed MAE=0.006586 rank=943 [SoftImpute] Iter 7: observed MAE=0.006587 rank=943 [SoftImpute] Iter 8: observed MAE=0.006587 rank=943 [SoftImpute] Iter 9: observed MAE=0.006587 rank=940 [SoftImpute] Iter 10: observed MAE=0.006587 rank=938 [SoftImpute] Iter 11: observed MAE=0.006587 rank=936 [SoftImpute] Iter 12: observed MAE=0.006587 rank=935 [SoftImpute] Iter 13: observed MAE=0.006587 rank=933 [SoftImpute] Iter 14: observed MAE=0.006587 rank=932 [SoftImpute] Iter 15: observed MAE=0.006587 rank=929 [SoftImpute] Iter 16: observed MAE=0.006586 rank=928 [SoftImpute] Iter 17: observed MAE=0.006586 rank=927 [SoftImpute] Iter 18: observed MAE=0.006586 rank=925 [SoftImpute] Iter 19: observed MAE=0.006585 rank=924 [SoftImpute] Iter 20: observed MAE=0.006585 rank=921 [SoftImpute] Iter 21: observed MAE=0.006584 rank=919 [SoftImpute] Iter 22: observed MAE=0.006584 rank=917 [SoftImpute] Iter 23: observed MAE=0.006583 rank=915 [SoftImpute] Iter 24: observed MAE=0.006582 rank=913 [SoftImpute] Iter 25: observed MAE=0.006582 rank=911 [SoftImpute] Iter 26: observed MAE=0.006581 rank=909 [SoftImpute] Iter 27: observed MAE=0.006580 rank=906 [SoftImpute] Iter 28: observed MAE=0.006579 rank=905 [SoftImpute] Iter 29: observed MAE=0.006579 rank=902 [SoftImpute] Iter 30: observed MAE=0.006578 rank=900 [SoftImpute] Iter 31: observed MAE=0.006577 rank=897 [SoftImpute] Iter 32: observed MAE=0.006576 rank=896 [SoftImpute] Iter 33: observed MAE=0.006575 rank=894 [SoftImpute] Iter 34: observed MAE=0.006574 rank=892 [SoftImpute] Iter 35: observed MAE=0.006573 rank=890 [SoftImpute] Iter 36: observed MAE=0.006572 rank=887 [SoftImpute] Iter 37: observed MAE=0.006571 rank=884 [SoftImpute] Iter 38: observed MAE=0.006570 rank=883 [SoftImpute] Iter 39: observed MAE=0.006568 rank=880 [SoftImpute] Iter 40: observed MAE=0.006567 rank=878 [SoftImpute] Iter 41: observed MAE=0.006566 rank=877 [SoftImpute] Iter 42: observed MAE=0.006565 rank=875 [SoftImpute] Iter 43: observed MAE=0.006564 rank=874 [SoftImpute] Iter 44: observed MAE=0.006563 rank=871 [SoftImpute] Iter 45: observed MAE=0.006561 rank=868 [SoftImpute] Iter 46: observed MAE=0.006560 rank=867 [SoftImpute] Iter 47: observed MAE=0.006559 rank=865 [SoftImpute] Iter 48: observed MAE=0.006558 rank=863 [SoftImpute] Iter 49: observed MAE=0.006557 rank=861 [SoftImpute] Iter 50: observed MAE=0.006555 rank=859 [SoftImpute] Iter 51: observed MAE=0.006554 rank=856 [SoftImpute] Iter 52: observed MAE=0.006552 rank=854 [SoftImpute] Iter 53: observed MAE=0.006551 rank=852 [SoftImpute] Iter 54: observed MAE=0.006549 rank=850 [SoftImpute] Iter 55: observed MAE=0.006548 rank=848 [SoftImpute] Iter 56: observed MAE=0.006547 rank=847 [SoftImpute] Iter 57: observed MAE=0.006545 rank=844 [SoftImpute] Iter 58: observed MAE=0.006544 rank=843 [SoftImpute] Iter 59: observed MAE=0.006542 rank=842 [SoftImpute] Iter 60: observed MAE=0.006541 rank=841 [SoftImpute] Iter 61: observed MAE=0.006540 rank=839 [SoftImpute] Iter 62: observed MAE=0.006539 rank=837 [SoftImpute] Iter 63: observed MAE=0.006537 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1453 missing, elapsed time: 4.094 Imputing row 101/943 with 1630 missing, elapsed time: 5.584 Imputing row 201/943 with 1374 missing, elapsed time: 7.090 Imputing row 301/943 with 1469 missing, elapsed time: 8.566 Imputing row 401/943 with 1562 missing, elapsed time: 10.035 Imputing row 501/943 with 1628 missing, elapsed time: 11.544 Imputing row 601/943 with 1564 missing, elapsed time: 13.041 Imputing row 701/943 with 1653 missing, elapsed time: 14.538 Imputing row 801/943 with 1663 missing, elapsed time: 16.047 Imputing row 901/943 with 1585 missing, elapsed time: 17.550 [KNN] Warning: 31180/1586126 still missing after imputation, replacing with 0 ########### perturbation 24 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | 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sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | 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sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216046.4 tau: 0.08734174 beta: 0.06319487 diff Inf Iteration: 2 ELBO: -130551.8 tau: 0.7080672 beta: 0.1021733 diff 0.3957235 Iteration: 3 ELBO: -115046.2 tau: 1.089531 beta: 0.3934536 diff 0.1187694 Iteration: 4 ELBO: -113142.8 tau: 1.148551 beta: 0.8089473 diff 0.01654496 Iteration: 5 ELBO: -112724.9 tau: 1.158755 beta: 1.087481 diff 0.003693976 Iteration: 6 ELBO: -112636 tau: 1.160146 beta: 1.242444 diff 0.000788278 Iteration: 7 ELBO: -112617.4 tau: 1.160049 beta: 1.323523 diff 0.0001647293 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108664.6 tau: 1.199092 beta: 1.873052 diff Inf Iteration: 2 ELBO: -107729.7 tau: 1.204807 beta: 2.14738 diff 0.008603 Iteration: 3 ELBO: -107333 tau: 1.215325 beta: 2.522496 diff 0.003683085 Iteration: 4 ELBO: -106923 tau: 1.229693 beta: 2.942578 diff 0.003819009 Iteration: 5 ELBO: -106469.5 tau: 1.246207 beta: 3.419018 diff 0.004241788 Iteration: 6 ELBO: -106101.8 tau: 1.259628 beta: 3.985521 diff 0.003453713 Iteration: 7 ELBO: -105892.5 tau: 1.266799 beta: 4.648095 diff 0.00197258 Iteration: 8 ELBO: -105781.7 tau: 1.269858 beta: 5.390541 diff 0.001046491 Iteration: 9 ELBO: -105716 tau: 1.271038 beta: 6.19919 diff 0.0006211212 Iteration: 10 ELBO: -105670.8 tau: 1.271437 beta: 7.065691 diff 0.0004276596 Iteration: 11 ELBO: -105635.9 tau: 1.271521 beta: 7.983378 diff 0.0003297735 Iteration: 12 ELBO: -105607.2 tau: 1.271478 beta: 8.945795 diff 0.0002714155 Iteration: 13 ELBO: -105582.9 tau: 1.271383 beta: 9.946172 diff 0.0002304151 Iteration: 14 ELBO: -105562 tau: 1.271268 beta: 10.9771 diff 0.0001980204 Iteration: 15 ELBO: -105544 tau: 1.271144 beta: 12.03035 diff 0.0001706743 Iteration: 16 ELBO: -105528.5 tau: 1.271017 beta: 13.09703 diff 0.0001468032 Iteration: 17 ELBO: -105515.2 tau: 1.270889 beta: 14.16789 diff 0.0001256235 Iteration: 18 ELBO: -105504 tau: 1.27076 beta: 15.23386 diff 0.0001067331 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105413.1 tau: 1.301531 beta: 1.865449 diff Inf Iteration: 2 ELBO: -104410.3 tau: 1.309405 beta: 2.132648 diff 0.009513393 Iteration: 3 ELBO: -103985.7 tau: 1.322767 beta: 2.509747 diff 0.004065752 Iteration: 4 ELBO: -103677.6 tau: 1.334394 beta: 3.007968 diff 0.002963307 Iteration: 5 ELBO: -103483.3 tau: 1.340984 beta: 3.641265 diff 0.001873948 Iteration: 6 ELBO: -103357.8 tau: 1.344171 beta: 4.408647 diff 0.001213249 Iteration: 7 ELBO: -103269.9 tau: 1.345596 beta: 5.308352 diff 0.0008506233 Iteration: 8 ELBO: -103203.7 tau: 1.34613 beta: 6.341573 diff 0.0006408159 Iteration: 9 ELBO: -103150.7 tau: 1.34622 beta: 7.509264 diff 0.0005130592 Iteration: 10 ELBO: -103106.7 tau: 1.346095 beta: 8.809608 diff 0.0004272269 Iteration: 11 ELBO: -103069.3 tau: 1.34586 beta: 10.23801 diff 0.0003620785 Iteration: 12 ELBO: -103037.5 tau: 1.345563 beta: 11.78777 diff 0.0003088704 Iteration: 13 ELBO: -103010.3 tau: 1.345227 beta: 13.45034 diff 0.0002641169 Iteration: 14 ELBO: -102987 tau: 1.344868 beta: 15.21539 diff 0.0002259566 Iteration: 15 ELBO: -102967.1 tau: 1.344494 beta: 17.07108 diff 0.0001931493 Iteration: 16 ELBO: -102950.1 tau: 1.344113 beta: 19.00435 diff 0.0001648648 Iteration: 17 ELBO: -102935.7 tau: 1.34373 beta: 21.00141 diff 0.0001405241 Iteration: 18 ELBO: -102923.3 tau: 1.343346 beta: 23.04819 diff 0.0001196655 Iteration: 19 ELBO: -102912.9 tau: 1.342967 beta: 25.1308 diff 0.0001018731 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103351.3 tau: 1.371016 beta: 1.857159 diff Inf Iteration: 2 ELBO: -102398.8 tau: 1.377897 beta: 2.136782 diff 0.009216541 Iteration: 3 ELBO: -102070.3 tau: 1.38737 beta: 2.543185 diff 0.003207796 Iteration: 4 ELBO: -101862.9 tau: 1.394471 beta: 3.067581 diff 0.002031777 Iteration: 5 ELBO: -101723.1 tau: 1.398342 beta: 3.728618 diff 0.001372841 Iteration: 6 ELBO: -101616.8 tau: 1.400457 beta: 4.539506 diff 0.001044602 Iteration: 7 ELBO: -101528.6 tau: 1.401766 beta: 5.508661 diff 0.0008677504 Iteration: 8 ELBO: -101451.4 tau: 1.402713 beta: 6.642167 diff 0.0007604277 Iteration: 9 ELBO: -101381.5 tau: 1.403507 beta: 7.943881 diff 0.000689251 Iteration: 10 ELBO: -101316.7 tau: 1.404263 beta: 9.413224 diff 0.0006391381 Iteration: 11 ELBO: -101255.8 tau: 1.405057 beta: 11.04177 diff 0.0006015016 Iteration: 12 ELBO: -101198.2 tau: 1.405929 beta: 12.81095 diff 0.0005691313 Iteration: 13 ELBO: -101144 tau: 1.406884 beta: 14.69309 diff 0.0005348773 Iteration: 14 ELBO: -101094.2 tau: 1.407876 beta: 16.65666 diff 0.0004922282 Iteration: 15 ELBO: -101050 tau: 1.408823 beta: 18.67454 diff 0.0004374216 Iteration: 16 ELBO: -101012.3 tau: 1.409632 beta: 20.72879 diff 0.0003727715 Iteration: 17 ELBO: -100981.4 tau: 1.410247 beta: 22.80721 diff 0.000305925 Iteration: 18 ELBO: -100956.8 tau: 1.410659 beta: 24.89844 diff 0.0002442056 Iteration: 19 ELBO: -100937.4 tau: 1.410889 beta: 26.99085 diff 0.0001915594 Iteration: 20 ELBO: -100922.4 tau: 1.410972 beta: 29.07299 diff 0.0001490929 Iteration: 21 ELBO: -100910.7 tau: 1.410948 beta: 31.13382 diff 0.0001161065 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101371.7 tau: 1.44179 beta: 1.828961 diff Inf Iteration: 2 ELBO: -100409.6 tau: 1.450479 beta: 2.079699 diff 0.009491211 Iteration: 3 ELBO: -100086.3 tau: 1.460245 beta: 2.462303 diff 0.003219998 Iteration: 4 ELBO: -99887.59 tau: 1.467099 beta: 2.968697 diff 0.001985163 Iteration: 5 ELBO: -99754.29 tau: 1.470759 beta: 3.607598 diff 0.001334443 Iteration: 6 ELBO: -99653.95 tau: 1.472708 beta: 4.384319 diff 0.001005909 Iteration: 7 ELBO: -99573.08 tau: 1.473774 beta: 5.30511 diff 0.0008114968 Iteration: 8 ELBO: -99505.85 tau: 1.474316 beta: 6.37712 diff 0.0006751834 Iteration: 9 ELBO: -99449.02 tau: 1.474512 beta: 7.606805 diff 0.0005711388 Iteration: 10 ELBO: -99400.4 tau: 1.474477 beta: 8.998736 diff 0.0004888206 Iteration: 11 ELBO: -99358.44 tau: 1.474291 beta: 10.55497 diff 0.0004221736 Iteration: 12 ELBO: -99321.97 tau: 1.474007 beta: 12.27477 diff 0.0003670834 Iteration: 13 ELBO: -99290.12 tau: 1.473663 beta: 14.15449 diff 0.0003206893 Iteration: 14 ELBO: -99262.22 tau: 1.473281 beta: 16.18758 diff 0.0002809971 Iteration: 15 ELBO: -99237.74 tau: 1.472879 beta: 18.36472 diff 0.0002466038 Iteration: 16 ELBO: -99216.25 tau: 1.472465 beta: 20.67417 diff 0.0002165182 Iteration: 17 ELBO: -99197.39 tau: 1.472045 beta: 23.10216 diff 0.0001900453 Iteration: 18 ELBO: -99180.86 tau: 1.471625 beta: 25.63353 diff 0.0001667034 Iteration: 19 ELBO: -99166.36 tau: 1.471206 beta: 28.25232 diff 0.0001461524 Iteration: 20 ELBO: -99153.66 tau: 1.47079 beta: 30.94243 diff 0.000128133 Iteration: 21 ELBO: -99142.51 tau: 1.470379 beta: 33.68814 diff 0.0001124205 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99859.75 tau: 1.498627 beta: 1.83305 diff Inf Iteration: 2 ELBO: -98909.3 tau: 1.505234 beta: 2.126749 diff 0.009517866 Iteration: 3 ELBO: -98603.11 tau: 1.513567 beta: 2.573832 diff 0.003095573 Iteration: 4 ELBO: -98413.71 tau: 1.519436 beta: 3.167368 diff 0.001920901 Iteration: 5 ELBO: -98282.74 tau: 1.522457 beta: 3.922413 diff 0.001330741 Iteration: 6 ELBO: -98181.55 tau: 1.523985 beta: 4.851898 diff 0.0010296 Iteration: 7 ELBO: -98098.52 tau: 1.524777 beta: 5.966987 diff 0.0008457376 Iteration: 8 ELBO: -98028.28 tau: 1.525181 beta: 7.276569 diff 0.0007160085 Iteration: 9 ELBO: -97967.88 tau: 1.525365 beta: 8.785841 diff 0.0006161221 Iteration: 10 ELBO: -97915.49 tau: 1.525418 beta: 10.49539 diff 0.0005347262 Iteration: 11 ELBO: -97869.87 tau: 1.525387 beta: 12.40117 diff 0.0004659549 Iteration: 12 ELBO: -97830.05 tau: 1.525296 beta: 14.49504 diff 0.0004068159 Iteration: 13 ELBO: -97795.24 tau: 1.525158 beta: 16.76566 diff 0.0003558542 Iteration: 14 ELBO: -97764.7 tau: 1.524982 beta: 19.19943 diff 0.0003122753 Iteration: 15 ELBO: -97737.77 tau: 1.524779 beta: 21.78145 diff 0.0002754498 Iteration: 16 ELBO: -97713.85 tau: 1.524556 beta: 24.49643 diff 0.0002447321 Iteration: 17 ELBO: -97692.41 tau: 1.524322 beta: 27.3294 diff 0.0002194303 Iteration: 18 ELBO: -97672.99 tau: 1.524086 beta: 30.26637 diff 0.0001988102 Iteration: 19 ELBO: -97655.2 tau: 1.523855 beta: 33.29483 diff 0.000182108 Iteration: 20 ELBO: -97638.74 tau: 1.523636 beta: 36.40438 diff 0.0001685656 Iteration: 21 ELBO: -97623.36 tau: 1.523431 beta: 39.58745 diff 0.0001574834 Iteration: 22 ELBO: -97608.89 tau: 1.523242 beta: 42.84014 diff 0.000148266 Iteration: 23 ELBO: -97595.18 tau: 1.523066 beta: 46.16307 diff 0.0001404415 Iteration: 24 ELBO: -97582.14 tau: 1.522899 beta: 49.56199 diff 0.0001336542 Iteration: 25 ELBO: -97569.68 tau: 1.522737 beta: 53.0481 diff 0.0001276424 Iteration: 26 ELBO: -97557.76 tau: 1.522573 beta: 56.63768 diff 0.0001222093 Iteration: 27 ELBO: -97546.33 tau: 1.522401 beta: 60.3511 diff 0.0001171934 Iteration: 28 ELBO: -97535.36 tau: 1.522217 beta: 64.21115 diff 0.0001124443 Iteration: 29 ELBO: -97524.84 tau: 1.52202 beta: 68.24102 diff 0.0001078125 Iteration: 30 ELBO: -97514.78 tau: 1.521807 beta: 72.4621 diff 0.0001031567 After 31 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98560.63 tau: 1.548322 beta: 1.844241 diff Inf Iteration: 2 ELBO: -97646.29 tau: 1.553855 beta: 2.163601 diff 0.009276909 Iteration: 3 ELBO: -97365.78 tau: 1.560286 beta: 2.671228 diff 0.002872752 Iteration: 4 ELBO: -97175.27 tau: 1.56571 beta: 3.342398 diff 0.001956605 Iteration: 5 ELBO: -97028.49 tau: 1.569428 beta: 4.184438 diff 0.001510449 Iteration: 6 ELBO: -96908.97 tau: 1.572022 beta: 5.210004 diff 0.001231878 Iteration: 7 ELBO: -96810.35 tau: 1.57383 beta: 6.434536 diff 0.00101758 Iteration: 8 ELBO: -96728.65 tau: 1.575033 beta: 7.873248 diff 0.0008439477 Iteration: 9 ELBO: -96660.43 tau: 1.57578 beta: 9.537219 diff 0.0007053154 Iteration: 10 ELBO: -96602.95 tau: 1.576196 beta: 11.43226 diff 0.0005945871 Iteration: 11 ELBO: -96554.19 tau: 1.576373 beta: 13.55913 diff 0.0005047917 Iteration: 12 ELBO: -96512.58 tau: 1.576377 beta: 15.91363 diff 0.0004309186 Iteration: 13 ELBO: -96476.93 tau: 1.576258 beta: 18.48651 diff 0.000369374 Iteration: 14 ELBO: -96446.31 tau: 1.576053 beta: 21.26368 diff 0.0003174188 Iteration: 15 ELBO: -96419.98 tau: 1.575787 beta: 24.22663 diff 0.0002730441 Iteration: 16 ELBO: -96397.33 tau: 1.575478 beta: 27.35308 diff 0.0002348454 Iteration: 17 ELBO: -96377.88 tau: 1.575141 beta: 30.61785 diff 0.0002018223 Iteration: 18 ELBO: -96361.18 tau: 1.574785 beta: 33.99396 diff 0.0001732143 Iteration: 19 ELBO: -96346.88 tau: 1.574417 beta: 37.45392 diff 0.0001484151 Iteration: 20 ELBO: -96334.65 tau: 1.574043 beta: 40.97106 diff 0.0001269366 Iteration: 21 ELBO: -96324.21 tau: 1.573666 beta: 44.52071 diff 0.0001083865 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97189.36 tau: 1.601851 beta: 1.872981 diff Inf Iteration: 2 ELBO: -96267.25 tau: 1.607792 beta: 2.202774 diff 0.009487684 Iteration: 3 ELBO: -95962.28 tau: 1.616396 beta: 2.698381 diff 0.003167983 Iteration: 4 ELBO: -95762.03 tau: 1.623107 beta: 3.345472 diff 0.002086808 Iteration: 5 ELBO: -95618.93 tau: 1.626954 beta: 4.158588 diff 0.001494253 Iteration: 6 ELBO: -95508.1 tau: 1.629125 beta: 5.153605 diff 0.001159162 Iteration: 7 ELBO: -95418.52 tau: 1.630359 beta: 6.345821 diff 0.0009379025 Iteration: 8 ELBO: -95344.41 tau: 1.631027 beta: 7.747927 diff 0.0007766453 Iteration: 9 ELBO: -95282.22 tau: 1.631339 beta: 9.367829 diff 0.0006522788 Iteration: 10 ELBO: -95229.6 tau: 1.631423 beta: 11.20685 diff 0.0005522538 Iteration: 11 ELBO: -95185.04 tau: 1.631353 beta: 13.25924 diff 0.0004679599 Iteration: 12 ELBO: -95147.55 tau: 1.631154 beta: 15.51444 diff 0.0003938801 Iteration: 13 ELBO: -95116.2 tau: 1.630834 beta: 17.96012 diff 0.0003294189 Iteration: 14 ELBO: -95089.98 tau: 1.630412 beta: 20.58286 diff 0.0002757393 Iteration: 15 ELBO: -95067.9 tau: 1.629918 beta: 23.36741 diff 0.0002321353 Iteration: 16 ELBO: -95049.2 tau: 1.629381 beta: 26.29651 diff 0.0001967488 Iteration: 17 ELBO: -95033.25 tau: 1.628821 beta: 29.35141 diff 0.0001678099 Iteration: 18 ELBO: -95019.57 tau: 1.628253 beta: 32.51274 diff 0.0001439447 Iteration: 19 ELBO: -95007.77 tau: 1.627687 beta: 35.76123 diff 0.0001241245 Iteration: 20 ELBO: -94997.55 tau: 1.627129 beta: 39.07837 diff 0.0001075752 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95885.19 tau: 1.65506 beta: 1.877151 diff Inf Iteration: 2 ELBO: -94976.23 tau: 1.660239 beta: 2.225982 diff 0.009479669 Iteration: 3 ELBO: -94698.21 tau: 1.667161 beta: 2.765811 diff 0.002927237 Iteration: 4 ELBO: -94515.11 tau: 1.672536 beta: 3.491712 diff 0.001933513 Iteration: 5 ELBO: -94379.58 tau: 1.675549 beta: 4.43192 diff 0.001433994 Iteration: 6 ELBO: -94270.28 tau: 1.677154 beta: 5.615897 diff 0.001158019 Iteration: 7 ELBO: -94177.82 tau: 1.678054 beta: 7.070148 diff 0.0009807992 Iteration: 8 ELBO: -94097.84 tau: 1.678601 beta: 8.816829 diff 0.0008493203 Iteration: 9 ELBO: -94028 tau: 1.678952 beta: 10.87199 diff 0.0007421614 Iteration: 10 ELBO: -93966.77 tau: 1.67919 beta: 13.24347 diff 0.0006512296 Iteration: 11 ELBO: -93912.95 tau: 1.679367 beta: 15.92856 diff 0.0005726821 Iteration: 12 ELBO: -93865.74 tau: 1.679513 beta: 18.91338 diff 0.0005027534 Iteration: 13 ELBO: -93824.58 tau: 1.679624 beta: 22.17564 diff 0.0004385 Iteration: 14 ELBO: -93788.97 tau: 1.679687 beta: 25.68823 diff 0.0003795143 Iteration: 15 ELBO: -93758.36 tau: 1.679689 beta: 29.42123 diff 0.0003263739 Iteration: 16 ELBO: -93732.19 tau: 1.679629 beta: 33.34309 diff 0.0002791436 Iteration: 17 ELBO: -93709.91 tau: 1.67951 beta: 37.42169 diff 0.000237693 Iteration: 18 ELBO: -93691 tau: 1.679338 beta: 41.62522 diff 0.0002018184 Iteration: 19 ELBO: -93674.96 tau: 1.679121 beta: 45.9229 diff 0.000171139 Iteration: 20 ELBO: -93661.37 tau: 1.678868 beta: 50.2856 diff 0.000145115 Iteration: 21 ELBO: -93649.84 tau: 1.678588 beta: 54.68638 diff 0.0001231398 Iteration: 22 ELBO: -93640.04 tau: 1.67829 beta: 59.10097 diff 0.000104623 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94674.37 tau: 1.706967 beta: 1.921112 diff Inf Iteration: 2 ELBO: -93767.5 tau: 1.712098 beta: 2.271264 diff 0.009578834 Iteration: 3 ELBO: -93493.34 tau: 1.71864 beta: 2.822262 diff 0.002923921 Iteration: 4 ELBO: -93312.46 tau: 1.723762 beta: 3.555542 diff 0.001934666 Iteration: 5 ELBO: -93174.01 tau: 1.727049 beta: 4.482047 diff 0.00148373 Iteration: 6 ELBO: -93059.69 tau: 1.729322 beta: 5.617399 diff 0.001226868 Iteration: 7 ELBO: -92963.15 tau: 1.730973 beta: 6.97679 diff 0.001037408 Iteration: 8 ELBO: -92880.98 tau: 1.73219 beta: 8.570258 diff 0.0008839269 Iteration: 9 ELBO: -92810.83 tau: 1.733086 beta: 10.40094 diff 0.0007552417 Iteration: 10 ELBO: -92751.05 tau: 1.733732 beta: 12.46487 diff 0.0006441799 Iteration: 11 ELBO: -92700.37 tau: 1.734167 beta: 14.75152 diff 0.000546422 Iteration: 12 ELBO: -92657.74 tau: 1.734412 beta: 17.24543 diff 0.0004598504 Iteration: 13 ELBO: -92622.16 tau: 1.734481 beta: 19.92814 diff 0.0003839513 Iteration: 14 ELBO: -92592.63 tau: 1.734393 beta: 22.77988 diff 0.0003188677 Iteration: 15 ELBO: -92568.14 tau: 1.734171 beta: 25.78066 diff 0.0002644129 Iteration: 16 ELBO: -92547.8 tau: 1.733841 beta: 28.91101 diff 0.0002197203 Iteration: 17 ELBO: -92530.83 tau: 1.733431 beta: 32.15248 diff 0.0001834603 Iteration: 18 ELBO: -92516.56 tau: 1.732964 beta: 35.48799 diff 0.0001541844 Iteration: 19 ELBO: -92504.48 tau: 1.73246 beta: 38.9021 diff 0.0001305561 Iteration: 20 ELBO: -92494.17 tau: 1.731932 beta: 42.38114 diff 0.0001114471 After 21 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93439.7 tau: 1.761964 beta: 1.867934 diff Inf Iteration: 2 ELBO: -92511.35 tau: 1.767206 beta: 2.204973 diff 0.009935289 Iteration: 3 ELBO: -92219.7 tau: 1.774968 beta: 2.735502 diff 0.003152652 Iteration: 4 ELBO: -92030.73 tau: 1.780981 beta: 3.451178 diff 0.002049092 Iteration: 5 ELBO: -91890.46 tau: 1.784508 beta: 4.373052 diff 0.001524212 Iteration: 6 ELBO: -91776.44 tau: 1.786634 beta: 5.526201 diff 0.001240795 Iteration: 7 ELBO: -91679.92 tau: 1.787983 beta: 6.937442 diff 0.001051642 Iteration: 8 ELBO: -91596.63 tau: 1.788855 beta: 8.633766 diff 0.0009084903 Iteration: 9 ELBO: -91524.11 tau: 1.78941 beta: 10.64039 diff 0.0007917964 Iteration: 10 ELBO: -91460.68 tau: 1.789739 beta: 12.97836 diff 0.0006929998 Iteration: 11 ELBO: -91405.1 tau: 1.789903 beta: 15.66252 diff 0.0006076571 Iteration: 12 ELBO: -91356.42 tau: 1.789941 beta: 18.70011 diff 0.000532632 Iteration: 13 ELBO: -91313.89 tau: 1.789879 beta: 22.09036 diff 0.000465498 Iteration: 14 ELBO: -91276.95 tau: 1.789731 beta: 25.82494 diff 0.0004045974 Iteration: 15 ELBO: -91245.07 tau: 1.789503 beta: 29.88904 diff 0.0003491998 Iteration: 16 ELBO: -91217.76 tau: 1.7892 beta: 34.26265 diff 0.0002992784 Iteration: 17 ELBO: -91194.5 tau: 1.788829 beta: 38.92179 diff 0.0002550265 Iteration: 18 ELBO: -91174.76 tau: 1.788401 beta: 43.83992 diff 0.0002165112 Iteration: 19 ELBO: -91158.02 tau: 1.787925 beta: 48.98929 diff 0.0001835506 Iteration: 20 ELBO: -91143.83 tau: 1.787416 beta: 54.3422 diff 0.0001557285 Iteration: 21 ELBO: -91131.75 tau: 1.786883 beta: 59.87195 diff 0.0001324734 Iteration: 22 ELBO: -91121.44 tau: 1.786337 beta: 65.55366 diff 0.0001131491 After 23 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92250.58 tau: 1.816247 beta: 1.832511 diff Inf Iteration: 2 ELBO: -91332.59 tau: 1.821345 beta: 2.176623 diff 0.009951035 Iteration: 3 ELBO: -91046.84 tau: 1.828662 beta: 2.715823 diff 0.003128616 Iteration: 4 ELBO: -90854.69 tau: 1.834812 beta: 3.435084 diff 0.002110457 Iteration: 5 ELBO: -90711.78 tau: 1.838539 beta: 4.356557 diff 0.00157297 Iteration: 6 ELBO: -90597.94 tau: 1.840646 beta: 5.50872 diff 0.001254998 Iteration: 7 ELBO: -90503.48 tau: 1.841823 beta: 6.919441 diff 0.001042593 Iteration: 8 ELBO: -90423.44 tau: 1.842453 beta: 8.613541 diff 0.0008843506 Iteration: 9 ELBO: -90354.99 tau: 1.84274 beta: 10.61099 diff 0.0007570416 Iteration: 10 ELBO: -90296.27 tau: 1.842792 beta: 12.92538 diff 0.0006499188 Iteration: 11 ELBO: -90245.88 tau: 1.842677 beta: 15.56281 diff 0.0005579646 Iteration: 12 ELBO: -90202.69 tau: 1.842438 beta: 18.52137 diff 0.0004785983 Iteration: 13 ELBO: -90165.69 tau: 1.842107 beta: 21.79121 diff 0.0004101745 Iteration: 14 ELBO: -90134.01 tau: 1.84171 beta: 25.35512 diff 0.0003514016 Iteration: 15 ELBO: -90106.87 tau: 1.841266 beta: 29.18943 diff 0.0003011453 Iteration: 16 ELBO: -90083.59 tau: 1.840793 beta: 33.26517 diff 0.0002583593 Iteration: 17 ELBO: -90063.58 tau: 1.840304 beta: 37.54933 diff 0.0002220626 Iteration: 18 ELBO: -90046.35 tau: 1.839812 beta: 42.00624 diff 0.0001913394 Iteration: 19 ELBO: -90031.46 tau: 1.839325 beta: 46.59895 diff 0.0001653507 Iteration: 20 ELBO: -90018.55 tau: 1.838849 beta: 51.29052 diff 0.0001433457 Iteration: 21 ELBO: -90007.33 tau: 1.83839 beta: 56.04518 diff 0.0001246691 Iteration: 22 ELBO: -89997.54 tau: 1.83795 beta: 60.82926 diff 0.000108762 After 23 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.346747 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006572 rank=943 [SoftImpute] Iter 3: observed MAE=0.006573 rank=943 [SoftImpute] Iter 4: observed MAE=0.006573 rank=943 [SoftImpute] Iter 5: observed MAE=0.006574 rank=943 [SoftImpute] Iter 6: observed MAE=0.006574 rank=942 [SoftImpute] Iter 7: observed MAE=0.006574 rank=941 [SoftImpute] Iter 8: observed MAE=0.006574 rank=940 [SoftImpute] Iter 9: observed MAE=0.006575 rank=938 [SoftImpute] Iter 10: observed MAE=0.006575 rank=937 [SoftImpute] Iter 11: observed MAE=0.006575 rank=935 [SoftImpute] Iter 12: observed MAE=0.006575 rank=933 [SoftImpute] Iter 13: observed MAE=0.006574 rank=931 [SoftImpute] Iter 14: observed MAE=0.006574 rank=930 [SoftImpute] Iter 15: observed MAE=0.006574 rank=927 [SoftImpute] Iter 16: observed MAE=0.006574 rank=927 [SoftImpute] Iter 17: observed MAE=0.006574 rank=924 [SoftImpute] Iter 18: observed MAE=0.006573 rank=922 [SoftImpute] Iter 19: observed MAE=0.006573 rank=920 [SoftImpute] Iter 20: observed MAE=0.006572 rank=918 [SoftImpute] Iter 21: observed MAE=0.006572 rank=916 [SoftImpute] Iter 22: observed MAE=0.006571 rank=914 [SoftImpute] Iter 23: observed MAE=0.006571 rank=913 [SoftImpute] Iter 24: observed MAE=0.006570 rank=910 [SoftImpute] Iter 25: observed MAE=0.006569 rank=907 [SoftImpute] Iter 26: observed MAE=0.006568 rank=904 [SoftImpute] Iter 27: observed MAE=0.006567 rank=902 [SoftImpute] Iter 28: observed MAE=0.006567 rank=900 [SoftImpute] Iter 29: observed MAE=0.006566 rank=899 [SoftImpute] Iter 30: observed MAE=0.006565 rank=897 [SoftImpute] Iter 31: observed MAE=0.006564 rank=896 [SoftImpute] Iter 32: observed MAE=0.006564 rank=894 [SoftImpute] Iter 33: observed MAE=0.006563 rank=892 [SoftImpute] Iter 34: observed MAE=0.006562 rank=889 [SoftImpute] Iter 35: observed MAE=0.006561 rank=887 [SoftImpute] Iter 36: observed MAE=0.006560 rank=884 [SoftImpute] Iter 37: observed MAE=0.006558 rank=882 [SoftImpute] Iter 38: observed MAE=0.006557 rank=881 [SoftImpute] Iter 39: observed MAE=0.006556 rank=879 [SoftImpute] Iter 40: observed MAE=0.006555 rank=877 [SoftImpute] Iter 41: observed MAE=0.006554 rank=874 [SoftImpute] Iter 42: observed MAE=0.006553 rank=872 [SoftImpute] Iter 43: observed MAE=0.006552 rank=869 [SoftImpute] Iter 44: observed MAE=0.006551 rank=867 [SoftImpute] Iter 45: observed MAE=0.006549 rank=866 [SoftImpute] Iter 46: observed MAE=0.006548 rank=864 [SoftImpute] Iter 47: observed MAE=0.006547 rank=862 [SoftImpute] Iter 48: observed MAE=0.006546 rank=860 [SoftImpute] Iter 49: observed MAE=0.006545 rank=859 [SoftImpute] Iter 50: observed MAE=0.006544 rank=857 [SoftImpute] Iter 51: observed MAE=0.006542 rank=854 [SoftImpute] Iter 52: observed MAE=0.006541 rank=853 [SoftImpute] Iter 53: observed MAE=0.006540 rank=851 [SoftImpute] Iter 54: observed MAE=0.006539 rank=849 [SoftImpute] Iter 55: observed MAE=0.006537 rank=848 [SoftImpute] Iter 56: observed MAE=0.006536 rank=845 [SoftImpute] Iter 57: observed MAE=0.006534 rank=844 [SoftImpute] Iter 58: observed MAE=0.006533 rank=842 [SoftImpute] Iter 59: observed MAE=0.006532 rank=840 [SoftImpute] Iter 60: observed MAE=0.006530 rank=838 [SoftImpute] Iter 61: observed MAE=0.006529 rank=836 [SoftImpute] Iter 62: observed MAE=0.006527 rank=834 [SoftImpute] Iter 63: observed MAE=0.006526 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1463 missing, elapsed time: 4.099 Imputing row 101/943 with 1627 missing, elapsed time: 5.603 Imputing row 201/943 with 1386 missing, elapsed time: 7.174 Imputing row 301/943 with 1457 missing, elapsed time: 8.722 Imputing row 401/943 with 1562 missing, elapsed time: 10.225 Imputing row 501/943 with 1620 missing, elapsed time: 11.719 Imputing row 601/943 with 1572 missing, elapsed time: 13.223 Imputing row 701/943 with 1655 missing, elapsed time: 14.723 Imputing row 801/943 with 1660 missing, elapsed time: 16.230 Imputing row 901/943 with 1585 missing, elapsed time: 17.726 [KNN] Warning: 33672/1586126 still missing after imputation, replacing with 0 ########### perturbation 25 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215434.6 tau: 0.08886489 beta: 0.05659538 diff Inf Iteration: 2 ELBO: -131243 tau: 0.6965614 beta: 0.09559577 diff 0.3907989 Iteration: 3 ELBO: -115524.6 tau: 1.07703 beta: 0.3578056 diff 0.119766 Iteration: 4 ELBO: -113408.2 tau: 1.141761 beta: 0.7251775 diff 0.01831951 Iteration: 5 ELBO: -112930.7 tau: 1.153719 beta: 0.9768137 diff 0.004210908 Iteration: 6 ELBO: -112827.3 tau: 1.155494 beta: 1.120468 diff 0.0009149344 Iteration: 7 ELBO: -112805.5 tau: 1.155455 beta: 1.197298 diff 0.0001932638 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108806.4 tau: 1.195352 beta: 1.842486 diff Inf Iteration: 2 ELBO: -107864.2 tau: 1.202007 beta: 2.081571 diff 0.008660088 Iteration: 3 ELBO: -107406.4 tau: 1.214987 beta: 2.378571 diff 0.004243577 Iteration: 4 ELBO: -106802.5 tau: 1.237173 beta: 2.674922 diff 0.005622348 Iteration: 5 ELBO: -106298.1 tau: 1.256384 beta: 3.095841 diff 0.004723013 Iteration: 6 ELBO: -106054.5 tau: 1.264977 beta: 3.647486 diff 0.002291918 Iteration: 7 ELBO: -105932.8 tau: 1.268253 beta: 4.284246 diff 0.001147688 Iteration: 8 ELBO: -105858.9 tau: 1.269507 beta: 4.984171 diff 0.0006972374 Iteration: 9 ELBO: -105805.6 tau: 1.270004 beta: 5.738632 diff 0.0005040511 Iteration: 10 ELBO: -105762.7 tau: 1.270214 beta: 6.54241 diff 0.0004046774 Iteration: 11 ELBO: -105726.6 tau: 1.270311 beta: 7.39036 diff 0.0003418756 Iteration: 12 ELBO: -105695.6 tau: 1.270349 beta: 8.277544 diff 0.00029314 Iteration: 13 ELBO: -105669 tau: 1.270343 beta: 9.199194 diff 0.0002511654 Iteration: 14 ELBO: -105646.4 tau: 1.270299 beta: 10.15003 diff 0.0002144402 Iteration: 15 ELBO: -105627.1 tau: 1.270225 beta: 11.12392 diff 0.0001825232 Iteration: 16 ELBO: -105610.7 tau: 1.270127 beta: 12.11391 diff 0.0001549842 Iteration: 17 ELBO: -105596.9 tau: 1.270012 beta: 13.11243 diff 0.0001313176 Iteration: 18 ELBO: -105585.1 tau: 1.269886 beta: 14.11155 diff 0.0001110036 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105417.7 tau: 1.301485 beta: 1.861694 diff Inf Iteration: 2 ELBO: -104434 tau: 1.308826 beta: 2.136357 diff 0.009331217 Iteration: 3 ELBO: -104070.3 tau: 1.319579 beta: 2.535801 diff 0.003482505 Iteration: 4 ELBO: -103822.9 tau: 1.328228 beta: 3.058891 diff 0.002377066 Iteration: 5 ELBO: -103652 tau: 1.333386 beta: 3.717063 diff 0.00164638 Iteration: 6 ELBO: -103523 tau: 1.336501 beta: 4.513577 diff 0.001245174 Iteration: 7 ELBO: -103419.1 tau: 1.338523 beta: 5.455041 diff 0.00100351 Iteration: 8 ELBO: -103333.4 tau: 1.339861 beta: 6.549992 diff 0.0008283007 Iteration: 9 ELBO: -103262.4 tau: 1.340716 beta: 7.803918 diff 0.0006872024 Iteration: 10 ELBO: -103203.5 tau: 1.341213 beta: 9.217934 diff 0.000570233 Iteration: 11 ELBO: -103154.8 tau: 1.341443 beta: 10.78863 diff 0.0004718657 Iteration: 12 ELBO: -103114.6 tau: 1.34147 beta: 12.50857 diff 0.0003896154 Iteration: 13 ELBO: -103081.4 tau: 1.34135 beta: 14.3672 diff 0.0003220505 Iteration: 14 ELBO: -103053.9 tau: 1.341127 beta: 16.35146 diff 0.0002672833 Iteration: 15 ELBO: -103030.9 tau: 1.340836 beta: 18.44646 diff 0.0002228679 Iteration: 16 ELBO: -103011.7 tau: 1.340503 beta: 20.63626 diff 0.0001863956 Iteration: 17 ELBO: -102995.6 tau: 1.340141 beta: 22.90476 diff 0.0001560523 Iteration: 18 ELBO: -102982.1 tau: 1.339762 beta: 25.23648 diff 0.0001307288 Iteration: 19 ELBO: -102970.8 tau: 1.339372 beta: 27.61688 diff 0.0001097239 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103478 tau: 1.366694 beta: 1.855233 diff Inf Iteration: 2 ELBO: -102542.3 tau: 1.372655 beta: 2.155335 diff 0.009042627 Iteration: 3 ELBO: -102246.7 tau: 1.380191 beta: 2.600337 diff 0.002882549 Iteration: 4 ELBO: -102054.7 tau: 1.386103 beta: 3.166902 diff 0.001877512 Iteration: 5 ELBO: -101919.6 tau: 1.389557 beta: 3.867493 diff 0.001324034 Iteration: 6 ELBO: -101815.9 tau: 1.391517 beta: 4.713728 diff 0.001017044 Iteration: 7 ELBO: -101730.7 tau: 1.392733 beta: 5.70947 diff 0.0008373017 Iteration: 8 ELBO: -101657.3 tau: 1.393607 beta: 6.852644 diff 0.0007207827 Iteration: 9 ELBO: -101592.8 tau: 1.39432 beta: 8.137551 diff 0.0006344663 Iteration: 10 ELBO: -101535.6 tau: 1.394952 beta: 9.555495 diff 0.0005635989 Iteration: 11 ELBO: -101484.6 tau: 1.395534 beta: 11.09484 diff 0.0005019652 Iteration: 12 ELBO: -101439.2 tau: 1.396082 beta: 12.74121 diff 0.0004473291 Iteration: 13 ELBO: -101398.8 tau: 1.396601 beta: 14.47886 diff 0.0003983662 Iteration: 14 ELBO: -101362.9 tau: 1.397085 beta: 16.29312 diff 0.0003544165 Iteration: 15 ELBO: -101330.8 tau: 1.397527 beta: 18.17172 diff 0.000316014 Iteration: 16 ELBO: -101302.2 tau: 1.397926 beta: 20.10503 diff 0.0002831237 Iteration: 17 ELBO: -101276.4 tau: 1.398277 beta: 22.086 diff 0.000254385 Iteration: 18 ELBO: -101253.3 tau: 1.398575 beta: 24.10956 diff 0.0002284656 Iteration: 19 ELBO: -101232.5 tau: 1.398813 beta: 26.17146 diff 0.0002049731 Iteration: 20 ELBO: -101213.8 tau: 1.398993 beta: 28.26707 diff 0.0001842067 Iteration: 21 ELBO: -101197 tau: 1.399123 beta: 30.39066 diff 0.0001665773 Iteration: 22 ELBO: -101181.6 tau: 1.399214 beta: 32.53523 diff 0.0001523363 Iteration: 23 ELBO: -101167.2 tau: 1.399283 beta: 34.69256 diff 0.0001416085 Iteration: 24 ELBO: -101153.6 tau: 1.399348 beta: 36.85313 diff 0.000134465 Iteration: 25 ELBO: -101140.4 tau: 1.39943 beta: 39.00564 diff 0.0001308859 Iteration: 26 ELBO: -101127.2 tau: 1.399549 beta: 41.13654 diff 0.0001306775 Iteration: 27 ELBO: -101113.7 tau: 1.399724 beta: 43.22938 diff 0.0001334921 Iteration: 28 ELBO: -101099.6 tau: 1.399974 beta: 45.2635 diff 0.0001389639 Iteration: 29 ELBO: -101084.8 tau: 1.400319 beta: 47.21077 diff 0.0001466944 Iteration: 30 ELBO: -101069.1 tau: 1.400779 beta: 49.0322 diff 0.0001557404 Iteration: 31 ELBO: -101052.5 tau: 1.401366 beta: 50.68066 diff 0.0001636297 Iteration: 32 ELBO: -101035.8 tau: 1.402058 beta: 52.11674 diff 0.0001657553 Iteration: 33 ELBO: -101019.9 tau: 1.402788 beta: 53.3317 diff 0.0001570861 Iteration: 34 ELBO: -101006.1 tau: 1.403465 beta: 54.35381 diff 0.0001367396 Iteration: 35 ELBO: -100995 tau: 1.404015 beta: 55.22833 diff 0.0001098802 After 36 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101615.6 tau: 1.431594 beta: 1.896053 diff Inf Iteration: 2 ELBO: -100698.8 tau: 1.436863 beta: 2.235396 diff 0.009022588 Iteration: 3 ELBO: -100400.9 tau: 1.444373 beta: 2.736724 diff 0.002957975 Iteration: 4 ELBO: -100192.5 tau: 1.451088 beta: 3.368493 diff 0.002076432 Iteration: 5 ELBO: -100033.2 tau: 1.455897 beta: 4.135557 diff 0.001589847 Iteration: 6 ELBO: -99904.96 tau: 1.459323 beta: 5.050328 diff 0.001281698 Iteration: 7 ELBO: -99799.93 tau: 1.461756 beta: 6.124933 diff 0.001051306 Iteration: 8 ELBO: -99713.43 tau: 1.463439 beta: 7.368493 diff 0.0008666927 Iteration: 9 ELBO: -99641.86 tau: 1.464554 beta: 8.786273 diff 0.0007177915 Iteration: 10 ELBO: -99582.19 tau: 1.465259 beta: 10.37838 diff 0.0005988239 Iteration: 11 ELBO: -99532.11 tau: 1.465677 beta: 12.13921 diff 0.0005028842 Iteration: 12 ELBO: -99489.96 tau: 1.465896 beta: 14.05817 diff 0.0004235119 Iteration: 13 ELBO: -99454.51 tau: 1.465966 beta: 16.12117 diff 0.0003562766 Iteration: 14 ELBO: -99424.81 tau: 1.465922 beta: 18.31187 diff 0.0002986485 Iteration: 15 ELBO: -99400.02 tau: 1.465784 beta: 20.61292 diff 0.0002493595 Iteration: 16 ELBO: -99379.37 tau: 1.46557 beta: 23.00675 diff 0.0002077913 Iteration: 17 ELBO: -99362.14 tau: 1.465296 beta: 25.47601 diff 0.0001733535 Iteration: 18 ELBO: -99347.71 tau: 1.464979 beta: 28.00383 diff 0.000145185 Iteration: 19 ELBO: -99335.57 tau: 1.464634 beta: 30.57406 diff 0.0001222461 Iteration: 20 ELBO: -99325.28 tau: 1.464271 beta: 33.17145 diff 0.0001035204 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100024.2 tau: 1.492479 beta: 1.834893 diff Inf Iteration: 2 ELBO: -99057.74 tau: 1.499501 beta: 2.13544 diff 0.009661847 Iteration: 3 ELBO: -98743.8 tau: 1.508503 beta: 2.591706 diff 0.003169265 Iteration: 4 ELBO: -98551.73 tau: 1.51463 beta: 3.194324 diff 0.001945078 Iteration: 5 ELBO: -98419.02 tau: 1.517753 beta: 3.958424 diff 0.001346579 Iteration: 6 ELBO: -98316.9 tau: 1.519316 beta: 4.899419 diff 0.001037644 Iteration: 7 ELBO: -98233.37 tau: 1.520117 beta: 6.029909 diff 0.0008496357 Iteration: 8 ELBO: -98162.52 tau: 1.520546 beta: 7.358632 diff 0.0007212038 Iteration: 9 ELBO: -98101.3 tau: 1.520787 beta: 8.889418 diff 0.0006236746 Iteration: 10 ELBO: -98048.12 tau: 1.520923 beta: 10.6201 diff 0.0005420981 Iteration: 11 ELBO: -98002.16 tau: 1.520979 beta: 12.54232 diff 0.0004687555 Iteration: 12 ELBO: -97962.85 tau: 1.520952 beta: 14.64285 diff 0.0004011184 Iteration: 13 ELBO: -97929.53 tau: 1.52084 beta: 16.90537 diff 0.0003401349 Iteration: 14 ELBO: -97901.4 tau: 1.520649 beta: 19.31163 diff 0.0002872466 Iteration: 15 ELBO: -97877.64 tau: 1.520394 beta: 21.8421 diff 0.0002426837 Iteration: 16 ELBO: -97857.5 tau: 1.520091 beta: 24.47653 diff 0.000205721 Iteration: 17 ELBO: -97840.34 tau: 1.519757 beta: 27.19467 diff 0.0001753288 Iteration: 18 ELBO: -97825.62 tau: 1.519404 beta: 29.97692 diff 0.0001505019 Iteration: 19 ELBO: -97812.87 tau: 1.519043 beta: 32.80481 diff 0.0001303511 Iteration: 20 ELBO: -97801.71 tau: 1.518684 beta: 35.66148 diff 0.0001141122 Iteration: 21 ELBO: -97791.81 tau: 1.518333 beta: 38.53185 diff 0.0001011366 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98589.4 tau: 1.547102 beta: 1.848549 diff Inf Iteration: 2 ELBO: -97672.84 tau: 1.552682 beta: 2.166707 diff 0.009296698 Iteration: 3 ELBO: -97392.27 tau: 1.559341 beta: 2.661321 diff 0.002872587 Iteration: 4 ELBO: -97203.29 tau: 1.564983 beta: 3.303479 diff 0.001940326 Iteration: 5 ELBO: -97062.2 tau: 1.56865 beta: 4.100557 diff 0.001451547 Iteration: 6 ELBO: -96949.45 tau: 1.571015 beta: 5.065546 diff 0.001161612 Iteration: 7 ELBO: -96855.9 tau: 1.572599 beta: 6.211408 diff 0.0009649348 Iteration: 8 ELBO: -96776.85 tau: 1.573677 beta: 7.549211 diff 0.0008161531 Iteration: 9 ELBO: -96709.51 tau: 1.574395 beta: 9.087181 diff 0.0006958124 Iteration: 10 ELBO: -96651.95 tau: 1.574838 beta: 10.8307 diff 0.0005952274 Iteration: 11 ELBO: -96602.61 tau: 1.575063 beta: 12.78258 diff 0.0005105123 Iteration: 12 ELBO: -96560.13 tau: 1.575114 beta: 14.9433 diff 0.0004396544 Iteration: 13 ELBO: -96523.35 tau: 1.575032 beta: 17.31151 diff 0.0003809722 Iteration: 14 ELBO: -96491.25 tau: 1.57485 beta: 19.88558 diff 0.0003325179 Iteration: 15 ELBO: -96463.04 tau: 1.574587 beta: 22.66547 diff 0.0002923589 Iteration: 16 ELBO: -96438.03 tau: 1.574261 beta: 25.65304 diff 0.0002592458 Iteration: 17 ELBO: -96415.61 tau: 1.573887 beta: 28.85071 diff 0.0002324977 Iteration: 18 ELBO: -96395.24 tau: 1.573484 beta: 32.2604 diff 0.0002113246 Iteration: 19 ELBO: -96376.47 tau: 1.57307 beta: 35.88333 diff 0.0001946597 Iteration: 20 ELBO: -96358.99 tau: 1.572657 beta: 39.72017 diff 0.000181409 Iteration: 21 ELBO: -96342.55 tau: 1.572255 beta: 43.77098 diff 0.000170641 Iteration: 22 ELBO: -96326.98 tau: 1.57187 beta: 48.03477 diff 0.0001616125 Iteration: 23 ELBO: -96312.17 tau: 1.571507 beta: 52.50866 diff 0.0001537043 Iteration: 24 ELBO: -96298.07 tau: 1.571168 beta: 57.18665 diff 0.0001463474 Iteration: 25 ELBO: -96284.69 tau: 1.570854 beta: 62.05846 diff 0.0001389969 Iteration: 26 ELBO: -96272.06 tau: 1.570566 beta: 67.1086 diff 0.0001311686 Iteration: 27 ELBO: -96260.27 tau: 1.570301 beta: 72.31614 diff 0.0001225137 Iteration: 28 ELBO: -96249.4 tau: 1.570055 beta: 77.65536 diff 0.0001128903 Iteration: 29 ELBO: -96239.54 tau: 1.569822 beta: 83.09723 diff 0.0001023953 After 30 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97354.93 tau: 1.594794 beta: 1.88715 diff Inf Iteration: 2 ELBO: -96413.39 tau: 1.601835 beta: 2.216789 diff 0.00967118 Iteration: 3 ELBO: -96114.75 tau: 1.610457 beta: 2.717879 diff 0.003097478 Iteration: 4 ELBO: -95923.14 tau: 1.616551 beta: 3.381412 diff 0.001993613 Iteration: 5 ELBO: -95784.73 tau: 1.61995 beta: 4.221692 diff 0.001442852 Iteration: 6 ELBO: -95676.61 tau: 1.621819 beta: 5.255598 diff 0.001128773 Iteration: 7 ELBO: -95588.77 tau: 1.622827 beta: 6.499806 diff 0.0009181323 Iteration: 8 ELBO: -95515.75 tau: 1.623324 beta: 7.968973 diff 0.0007638864 Iteration: 9 ELBO: -95454.25 tau: 1.623499 beta: 9.674183 diff 0.0006438391 Iteration: 10 ELBO: -95402.11 tau: 1.623462 beta: 11.62165 diff 0.0005463146 Iteration: 11 ELBO: -95357.76 tau: 1.623276 beta: 13.81221 diff 0.0004648156 Iteration: 12 ELBO: -95320.02 tau: 1.622981 beta: 16.24147 diff 0.0003958313 Iteration: 13 ELBO: -95287.84 tau: 1.622604 beta: 18.90028 diff 0.0003375096 Iteration: 14 ELBO: -95260.35 tau: 1.622168 beta: 21.77553 diff 0.0002885502 Iteration: 15 ELBO: -95236.75 tau: 1.621693 beta: 24.85102 diff 0.0002476894 Iteration: 16 ELBO: -95216.4 tau: 1.621195 beta: 28.10851 diff 0.0002136858 Iteration: 17 ELBO: -95198.75 tau: 1.620687 beta: 31.52854 diff 0.000185412 Iteration: 18 ELBO: -95183.34 tau: 1.620179 beta: 35.09123 diff 0.0001618915 Iteration: 19 ELBO: -95169.79 tau: 1.619679 beta: 38.77688 diff 0.0001422954 Iteration: 20 ELBO: -95157.81 tau: 1.619191 beta: 42.56649 diff 0.0001259286 Iteration: 21 ELBO: -95147.13 tau: 1.61872 beta: 46.44221 diff 0.0001122158 Iteration: 22 ELBO: -95137.55 tau: 1.618267 beta: 50.38765 diff 0.0001006875 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -96123.4 tau: 1.645219 beta: 1.875005 diff Inf Iteration: 2 ELBO: -95213.37 tau: 1.650093 beta: 2.230324 diff 0.00946729 Iteration: 3 ELBO: -94921.51 tau: 1.657779 beta: 2.771856 diff 0.003065325 Iteration: 4 ELBO: -94727.14 tau: 1.66413 beta: 3.481334 diff 0.002047689 Iteration: 5 ELBO: -94585.55 tau: 1.667909 beta: 4.373879 diff 0.001494714 Iteration: 6 ELBO: -94473.71 tau: 1.670106 beta: 5.469074 diff 0.001182423 Iteration: 7 ELBO: -94381.18 tau: 1.671453 beta: 6.785387 diff 0.0009794055 Iteration: 8 ELBO: -94302.82 tau: 1.672318 beta: 8.337768 diff 0.0008302424 Iteration: 9 ELBO: -94235.69 tau: 1.672885 beta: 10.13564 diff 0.0007118712 Iteration: 10 ELBO: -94177.93 tau: 1.673248 beta: 12.18199 diff 0.0006129059 Iteration: 11 ELBO: -94128.22 tau: 1.673455 beta: 14.47334 diff 0.0005278466 Iteration: 12 ELBO: -94085.44 tau: 1.673537 beta: 16.99995 diff 0.0004544859 Iteration: 13 ELBO: -94048.6 tau: 1.673517 beta: 19.74661 diff 0.00039162 Iteration: 14 ELBO: -94016.8 tau: 1.673417 beta: 22.69395 diff 0.0003380917 Iteration: 15 ELBO: -93989.28 tau: 1.673256 beta: 25.81982 diff 0.0002926646 Iteration: 16 ELBO: -93965.4 tau: 1.673048 beta: 29.10024 diff 0.0002540597 Iteration: 17 ELBO: -93944.63 tau: 1.672808 beta: 32.51006 diff 0.0002210447 Iteration: 18 ELBO: -93926.55 tau: 1.672543 beta: 36.02359 diff 0.0001925374 Iteration: 19 ELBO: -93910.8 tau: 1.67226 beta: 39.61531 diff 0.0001676773 Iteration: 20 ELBO: -93897.1 tau: 1.671962 beta: 43.26066 diff 0.0001458426 Iteration: 21 ELBO: -93885.21 tau: 1.671653 beta: 46.9368 diff 0.000126616 Iteration: 22 ELBO: -93874.91 tau: 1.671333 beta: 50.62309 diff 0.0001097189 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94812.69 tau: 1.70107 beta: 1.920149 diff Inf Iteration: 2 ELBO: -93911.23 tau: 1.70607 beta: 2.264825 diff 0.00950785 Iteration: 3 ELBO: -93623.57 tau: 1.713524 beta: 2.792442 diff 0.00306312 Iteration: 4 ELBO: -93426.52 tau: 1.72007 beta: 3.481181 diff 0.002104646 Iteration: 5 ELBO: -93282.04 tau: 1.724151 beta: 4.34631 diff 0.001546503 Iteration: 6 ELBO: -93169.14 tau: 1.726539 beta: 5.408166 diff 0.001210288 Iteration: 7 ELBO: -93077.01 tau: 1.727922 beta: 6.687905 diff 0.0009888203 Iteration: 8 ELBO: -92999.94 tau: 1.728685 beta: 8.205073 diff 0.0008280879 Iteration: 9 ELBO: -92934.49 tau: 1.729055 beta: 9.975336 diff 0.0007036686 Iteration: 10 ELBO: -92878.46 tau: 1.729167 beta: 12.00875 diff 0.00060291 Iteration: 11 ELBO: -92830.28 tau: 1.729111 beta: 14.30859 diff 0.0005188093 Iteration: 12 ELBO: -92788.75 tau: 1.728943 beta: 16.87078 diff 0.0004473698 Iteration: 13 ELBO: -92752.92 tau: 1.728701 beta: 19.68381 diff 0.0003861369 Iteration: 14 ELBO: -92721.99 tau: 1.728412 beta: 22.72923 diff 0.0003334089 Iteration: 15 ELBO: -92695.3 tau: 1.728096 beta: 25.98257 diff 0.0002878691 Iteration: 16 ELBO: -92672.27 tau: 1.727765 beta: 29.41473 diff 0.0002484369 Iteration: 17 ELBO: -92652.42 tau: 1.727427 beta: 32.99358 diff 0.0002142075 Iteration: 18 ELBO: -92635.33 tau: 1.727085 beta: 36.68579 diff 0.0001844231 Iteration: 19 ELBO: -92620.65 tau: 1.726742 beta: 40.45858 diff 0.0001584734 Iteration: 20 ELBO: -92608.07 tau: 1.726396 beta: 44.28138 diff 0.0001359002 Iteration: 21 ELBO: -92597.29 tau: 1.726045 beta: 48.12706 diff 0.0001163716 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93568.49 tau: 1.756391 beta: 1.861118 diff Inf Iteration: 2 ELBO: -92655.93 tau: 1.761568 beta: 2.196263 diff 0.009752896 Iteration: 3 ELBO: -92365.43 tau: 1.769005 beta: 2.719068 diff 0.00313528 Iteration: 4 ELBO: -92172.97 tau: 1.775026 beta: 3.415028 diff 0.002083678 Iteration: 5 ELBO: -92030.82 tau: 1.778579 beta: 4.304029 diff 0.001542222 Iteration: 6 ELBO: -91917.15 tau: 1.780634 beta: 5.411209 diff 0.001235059 Iteration: 7 ELBO: -91822.4 tau: 1.781865 beta: 6.760378 diff 0.001030847 Iteration: 8 ELBO: -91741.84 tau: 1.782615 beta: 8.371374 diff 0.0008773289 Iteration: 9 ELBO: -91672.86 tau: 1.783046 beta: 10.25967 diff 0.0007518857 Iteration: 10 ELBO: -91613.77 tau: 1.783239 beta: 12.43656 diff 0.0006446645 Iteration: 11 ELBO: -91563.21 tau: 1.783239 beta: 14.90846 diff 0.0005518126 Iteration: 12 ELBO: -91520.03 tau: 1.783085 beta: 17.67605 diff 0.000471651 Iteration: 13 ELBO: -91483.14 tau: 1.78281 beta: 20.73398 diff 0.0004030163 Iteration: 14 ELBO: -91451.6 tau: 1.782442 beta: 24.07126 diff 0.0003447878 Iteration: 15 ELBO: -91424.55 tau: 1.78201 beta: 27.67198 diff 0.0002957784 Iteration: 16 ELBO: -91401.26 tau: 1.781535 beta: 31.5161 diff 0.0002547386 Iteration: 17 ELBO: -91381.11 tau: 1.781037 beta: 35.58028 diff 0.0002204194 Iteration: 18 ELBO: -91363.6 tau: 1.780531 beta: 39.83858 diff 0.0001916453 Iteration: 19 ELBO: -91348.31 tau: 1.780029 beta: 44.26322 diff 0.0001673665 Iteration: 20 ELBO: -91334.91 tau: 1.779539 beta: 48.82528 diff 0.0001466882 Iteration: 21 ELBO: -91323.14 tau: 1.779064 beta: 53.49558 diff 0.0001288838 Iteration: 22 ELBO: -91312.78 tau: 1.778607 beta: 58.24567 diff 0.0001133964 After 23 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.748863 [SoftImpute] Iter 1: observed MAE=0.006668 rank=943 [SoftImpute] Iter 2: observed MAE=0.006580 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006581 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006582 rank=943 [SoftImpute] Iter 7: observed MAE=0.006582 rank=942 [SoftImpute] Iter 8: observed MAE=0.006582 rank=941 [SoftImpute] Iter 9: observed MAE=0.006582 rank=940 [SoftImpute] Iter 10: observed MAE=0.006582 rank=938 [SoftImpute] Iter 11: observed MAE=0.006583 rank=938 [SoftImpute] Iter 12: observed MAE=0.006582 rank=935 [SoftImpute] Iter 13: observed MAE=0.006582 rank=933 [SoftImpute] Iter 14: observed MAE=0.006582 rank=931 [SoftImpute] Iter 15: observed MAE=0.006582 rank=929 [SoftImpute] Iter 16: observed MAE=0.006581 rank=927 [SoftImpute] Iter 17: observed MAE=0.006581 rank=924 [SoftImpute] Iter 18: observed MAE=0.006581 rank=923 [SoftImpute] Iter 19: observed MAE=0.006580 rank=922 [SoftImpute] Iter 20: observed MAE=0.006580 rank=920 [SoftImpute] Iter 21: observed MAE=0.006579 rank=919 [SoftImpute] Iter 22: observed MAE=0.006579 rank=915 [SoftImpute] Iter 23: observed MAE=0.006578 rank=914 [SoftImpute] Iter 24: observed MAE=0.006577 rank=912 [SoftImpute] Iter 25: observed MAE=0.006577 rank=909 [SoftImpute] Iter 26: observed MAE=0.006576 rank=907 [SoftImpute] Iter 27: observed MAE=0.006575 rank=904 [SoftImpute] Iter 28: observed MAE=0.006574 rank=902 [SoftImpute] Iter 29: observed MAE=0.006574 rank=900 [SoftImpute] Iter 30: observed MAE=0.006573 rank=898 [SoftImpute] Iter 31: observed MAE=0.006572 rank=895 [SoftImpute] Iter 32: observed MAE=0.006571 rank=894 [SoftImpute] Iter 33: observed MAE=0.006570 rank=892 [SoftImpute] Iter 34: observed MAE=0.006569 rank=890 [SoftImpute] Iter 35: observed MAE=0.006568 rank=888 [SoftImpute] Iter 36: observed MAE=0.006567 rank=886 [SoftImpute] Iter 37: observed MAE=0.006566 rank=884 [SoftImpute] Iter 38: observed MAE=0.006565 rank=882 [SoftImpute] Iter 39: observed MAE=0.006564 rank=879 [SoftImpute] Iter 40: observed MAE=0.006563 rank=878 [SoftImpute] Iter 41: observed MAE=0.006562 rank=876 [SoftImpute] Iter 42: observed MAE=0.006561 rank=874 [SoftImpute] Iter 43: observed MAE=0.006559 rank=872 [SoftImpute] Iter 44: observed MAE=0.006558 rank=870 [SoftImpute] Iter 45: observed MAE=0.006557 rank=867 [SoftImpute] Iter 46: observed MAE=0.006556 rank=866 [SoftImpute] Iter 47: observed MAE=0.006554 rank=864 [SoftImpute] Iter 48: observed MAE=0.006553 rank=862 [SoftImpute] Iter 49: observed MAE=0.006552 rank=860 [SoftImpute] Iter 50: observed MAE=0.006551 rank=859 [SoftImpute] Iter 51: observed MAE=0.006550 rank=857 [SoftImpute] Iter 52: observed MAE=0.006549 rank=855 [SoftImpute] Iter 53: observed MAE=0.006547 rank=853 [SoftImpute] Iter 54: observed MAE=0.006546 rank=852 [SoftImpute] Iter 55: observed MAE=0.006545 rank=849 [SoftImpute] Iter 56: observed MAE=0.006543 rank=847 [SoftImpute] Iter 57: observed MAE=0.006542 rank=845 [SoftImpute] Iter 58: observed MAE=0.006540 rank=843 [SoftImpute] Iter 59: observed MAE=0.006539 rank=842 [SoftImpute] Iter 60: observed MAE=0.006537 rank=840 [SoftImpute] Iter 61: observed MAE=0.006536 rank=839 [SoftImpute] Iter 62: observed MAE=0.006535 rank=837 [SoftImpute] Iter 63: observed MAE=0.006534 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1471 missing, elapsed time: 4.046 Imputing row 101/943 with 1623 missing, elapsed time: 5.525 Imputing row 201/943 with 1378 missing, elapsed time: 7.027 Imputing row 301/943 with 1457 missing, elapsed time: 8.499 Imputing row 401/943 with 1565 missing, elapsed time: 9.967 Imputing row 501/943 with 1622 missing, elapsed time: 11.438 Imputing row 601/943 with 1570 missing, elapsed time: 12.942 Imputing row 701/943 with 1659 missing, elapsed time: 14.429 Imputing row 801/943 with 1660 missing, elapsed time: 15.933 Imputing row 901/943 with 1581 missing, elapsed time: 17.414 [KNN] Warning: 30984/1586126 still missing after imputation, replacing with 0 ########### perturbation 26 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215915.9 tau: 0.08766741 beta: 0.06219937 diff Inf Iteration: 2 ELBO: -130306 tau: 0.7126412 beta: 0.1027269 diff 0.3964964 Iteration: 3 ELBO: -114757.4 tau: 1.097506 beta: 0.3939008 diff 0.1193238 Iteration: 4 ELBO: -112912.9 tau: 1.155517 beta: 0.8023334 diff 0.01607301 Iteration: 5 ELBO: -112519.5 tau: 1.165187 beta: 1.069971 diff 0.003484252 Iteration: 6 ELBO: -112436.6 tau: 1.166465 beta: 1.216304 diff 0.0007366174 Iteration: 7 ELBO: -112419.3 tau: 1.166361 beta: 1.291868 diff 0.0001535765 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108441.1 tau: 1.206169 beta: 1.857549 diff Inf Iteration: 2 ELBO: -107535 tau: 1.211097 beta: 2.125834 diff 0.00835617 Iteration: 3 ELBO: -107227.9 tau: 1.217829 beta: 2.52744 diff 0.00285556 Iteration: 4 ELBO: -107014.4 tau: 1.224032 beta: 3.031798 diff 0.001990957 Iteration: 5 ELBO: -106834.4 tau: 1.229334 beta: 3.627818 diff 0.001682345 Iteration: 6 ELBO: -106640.7 tau: 1.235258 beta: 4.298917 diff 0.001812776 Iteration: 7 ELBO: -106408.2 tau: 1.242771 beta: 5.038416 diff 0.002179965 Iteration: 8 ELBO: -106155.4 tau: 1.251134 beta: 5.85423 diff 0.002375729 Iteration: 9 ELBO: -105913 tau: 1.259225 beta: 6.741119 diff 0.002283478 Iteration: 10 ELBO: -105707.8 tau: 1.266109 beta: 7.683883 diff 0.001937426 Iteration: 11 ELBO: -105550.2 tau: 1.271331 beta: 8.673577 diff 0.001491056 Iteration: 12 ELBO: -105435.2 tau: 1.27508 beta: 9.703759 diff 0.001089662 Iteration: 13 ELBO: -105357.7 tau: 1.27752 beta: 10.76067 diff 0.0007354281 Iteration: 14 ELBO: -105308.6 tau: 1.27889 beta: 11.83125 diff 0.0004651868 Iteration: 15 ELBO: -105277.2 tau: 1.279562 beta: 12.90391 diff 0.0002988915 Iteration: 16 ELBO: -105255.7 tau: 1.279849 beta: 13.96992 diff 0.000203712 Iteration: 17 ELBO: -105240.3 tau: 1.279928 beta: 15.024 diff 0.0001461503 Iteration: 18 ELBO: -105228.8 tau: 1.279894 beta: 16.06168 diff 0.0001095755 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105115.8 tau: 1.311679 beta: 1.846258 diff Inf Iteration: 2 ELBO: -104120 tau: 1.319585 beta: 2.104877 diff 0.009473192 Iteration: 3 ELBO: -103747.4 tau: 1.330829 beta: 2.493283 diff 0.003578605 Iteration: 4 ELBO: -103495.8 tau: 1.339687 beta: 3.013425 diff 0.002424412 Iteration: 5 ELBO: -103322.1 tau: 1.344896 beta: 3.680265 diff 0.001678265 Iteration: 6 ELBO: -103191.8 tau: 1.347964 beta: 4.501942 diff 0.001261099 Iteration: 7 ELBO: -103088.3 tau: 1.349883 beta: 5.48389 diff 0.001003165 Iteration: 8 ELBO: -103003.5 tau: 1.351131 beta: 6.62871 diff 0.0008228086 Iteration: 9 ELBO: -102933.5 tau: 1.351923 beta: 7.935789 diff 0.0006797806 Iteration: 10 ELBO: -102875.8 tau: 1.352372 beta: 9.401083 diff 0.0005601013 Iteration: 11 ELBO: -102828.3 tau: 1.352564 beta: 11.01691 diff 0.0004617365 Iteration: 12 ELBO: -102789 tau: 1.352578 beta: 12.77217 diff 0.0003825057 Iteration: 13 ELBO: -102756.3 tau: 1.352473 beta: 14.65299 diff 0.0003185467 Iteration: 14 ELBO: -102728.9 tau: 1.352291 beta: 16.64347 diff 0.0002662568 Iteration: 15 ELBO: -102706 tau: 1.352057 beta: 18.72643 diff 0.0002230305 Iteration: 16 ELBO: -102686.8 tau: 1.351789 beta: 20.88394 diff 0.0001870661 Iteration: 17 ELBO: -102670.6 tau: 1.3515 beta: 23.09783 diff 0.0001570475 Iteration: 18 ELBO: -102657.1 tau: 1.351199 beta: 25.35015 diff 0.0001319451 Iteration: 19 ELBO: -102645.7 tau: 1.350892 beta: 27.6235 diff 0.0001109229 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103127.4 tau: 1.378492 beta: 1.867494 diff Inf Iteration: 2 ELBO: -102181.4 tau: 1.385032 beta: 2.159409 diff 0.009172735 Iteration: 3 ELBO: -101852 tau: 1.394651 beta: 2.573788 diff 0.003224281 Iteration: 4 ELBO: -101639.2 tau: 1.40217 beta: 3.10437 diff 0.002089494 Iteration: 5 ELBO: -101499 tau: 1.406169 beta: 3.772978 diff 0.001378617 Iteration: 6 ELBO: -101395.6 tau: 1.408204 beta: 4.589829 diff 0.001019576 Iteration: 7 ELBO: -101312.2 tau: 1.409316 beta: 5.560052 diff 0.0008217034 Iteration: 8 ELBO: -101242.3 tau: 1.409961 beta: 6.687145 diff 0.0006908282 Iteration: 9 ELBO: -101182.3 tau: 1.410332 beta: 7.973364 diff 0.0005922449 Iteration: 10 ELBO: -101130.4 tau: 1.410526 beta: 9.418751 diff 0.0005132107 Iteration: 11 ELBO: -101085 tau: 1.410602 beta: 11.02038 diff 0.0004481312 Iteration: 12 ELBO: -101045.2 tau: 1.4106 beta: 12.77239 diff 0.0003939424 Iteration: 13 ELBO: -101010 tau: 1.41055 beta: 14.66612 diff 0.0003487046 Iteration: 14 ELBO: -100978.6 tau: 1.410476 beta: 16.69008 diff 0.0003108693 Iteration: 15 ELBO: -100950.4 tau: 1.410396 beta: 18.82989 diff 0.0002787111 Iteration: 16 ELBO: -100925.2 tau: 1.410316 beta: 21.06953 diff 0.0002501559 Iteration: 17 ELBO: -100902.6 tau: 1.410229 beta: 23.39422 diff 0.0002233799 Iteration: 18 ELBO: -100882.7 tau: 1.410121 beta: 25.79254 diff 0.0001977449 Iteration: 19 ELBO: -100865.2 tau: 1.409978 beta: 28.25594 diff 0.0001737555 Iteration: 20 ELBO: -100849.8 tau: 1.409798 beta: 30.77681 diff 0.0001520684 Iteration: 21 ELBO: -100836.4 tau: 1.409583 beta: 33.34724 diff 0.0001329556 Iteration: 22 ELBO: -100824.7 tau: 1.409341 beta: 35.95868 diff 0.0001164028 Iteration: 23 ELBO: -100814.4 tau: 1.409081 beta: 38.60213 diff 0.000102272 After 24 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101502.8 tau: 1.436654 beta: 1.846995 diff Inf Iteration: 2 ELBO: -100548.5 tau: 1.444566 beta: 2.138506 diff 0.009401343 Iteration: 3 ELBO: -100237.1 tau: 1.45327 beta: 2.59701 diff 0.003097291 Iteration: 4 ELBO: -100025.1 tau: 1.460159 beta: 3.208339 diff 0.002115415 Iteration: 5 ELBO: -99866.54 tau: 1.464677 beta: 3.97737 diff 0.001584851 Iteration: 6 ELBO: -99741.81 tau: 1.467624 beta: 4.902357 diff 0.001248983 Iteration: 7 ELBO: -99641.04 tau: 1.469551 beta: 5.982108 diff 0.001010356 Iteration: 8 ELBO: -99558.29 tau: 1.470778 beta: 7.218732 diff 0.0008304488 Iteration: 9 ELBO: -99489.15 tau: 1.471541 beta: 8.614979 diff 0.0006945089 Iteration: 10 ELBO: -99430.18 tau: 1.472024 beta: 10.17144 diff 0.0005926559 Iteration: 11 ELBO: -99378.86 tau: 1.472364 beta: 11.88452 diff 0.0005162157 Iteration: 12 ELBO: -99333.36 tau: 1.472653 beta: 13.74465 diff 0.0004578239 Iteration: 13 ELBO: -99292.55 tau: 1.47295 beta: 15.73473 diff 0.0004108331 Iteration: 14 ELBO: -99255.95 tau: 1.473274 beta: 17.83103 diff 0.0003686328 Iteration: 15 ELBO: -99223.56 tau: 1.473605 beta: 20.00712 diff 0.0003263158 Iteration: 16 ELBO: -99195.46 tau: 1.473904 beta: 22.23803 diff 0.0002832042 Iteration: 17 ELBO: -99171.47 tau: 1.474143 beta: 24.50159 diff 0.000241789 Iteration: 18 ELBO: -99151.22 tau: 1.474313 beta: 26.77785 diff 0.0002042389 Iteration: 19 ELBO: -99134.25 tau: 1.474418 beta: 29.04861 diff 0.0001711109 Iteration: 20 ELBO: -99120.16 tau: 1.474463 beta: 31.29753 diff 0.0001421655 Iteration: 21 ELBO: -99108.55 tau: 1.474452 beta: 33.51035 diff 0.000117114 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99718.26 tau: 1.503396 beta: 1.861669 diff Inf Iteration: 2 ELBO: -98771.91 tau: 1.508705 beta: 2.188715 diff 0.009490233 Iteration: 3 ELBO: -98456.58 tau: 1.517605 beta: 2.670398 diff 0.003192519 Iteration: 4 ELBO: -98259.21 tau: 1.524137 beta: 3.299521 diff 0.00200463 Iteration: 5 ELBO: -98120.35 tau: 1.527746 beta: 4.090208 diff 0.001413226 Iteration: 6 ELBO: -98011.59 tau: 1.52986 beta: 5.054983 diff 0.001108453 Iteration: 7 ELBO: -97922.09 tau: 1.531204 beta: 6.205005 diff 0.0009130685 Iteration: 8 ELBO: -97847 tau: 1.532086 beta: 7.548544 diff 0.0007669158 Iteration: 9 ELBO: -97783.61 tau: 1.53264 beta: 9.090396 diff 0.0006478475 Iteration: 10 ELBO: -97730.03 tau: 1.532937 beta: 10.83214 diff 0.0005479326 Iteration: 11 ELBO: -97684.63 tau: 1.533033 beta: 12.77165 diff 0.0004645385 Iteration: 12 ELBO: -97645.99 tau: 1.532979 beta: 14.90273 diff 0.0003955609 Iteration: 13 ELBO: -97612.91 tau: 1.532818 beta: 17.21589 diff 0.0003387197 Iteration: 14 ELBO: -97584.35 tau: 1.532584 beta: 19.69889 diff 0.0002925642 Iteration: 15 ELBO: -97559.4 tau: 1.532309 beta: 22.33684 diff 0.0002557459 Iteration: 16 ELBO: -97537.29 tau: 1.532022 beta: 25.1126 diff 0.0002265688 Iteration: 17 ELBO: -97517.45 tau: 1.531743 beta: 28.00756 diff 0.0002034797 Iteration: 18 ELBO: -97499.38 tau: 1.531489 beta: 31.00252 diff 0.0001853179 Iteration: 19 ELBO: -97482.68 tau: 1.531268 beta: 34.07847 diff 0.0001712375 Iteration: 20 ELBO: -97467.03 tau: 1.53109 beta: 37.21723 diff 0.0001605627 Iteration: 21 ELBO: -97452.15 tau: 1.530957 beta: 40.40197 diff 0.0001526568 Iteration: 22 ELBO: -97437.84 tau: 1.530873 beta: 43.61765 diff 0.0001468004 Iteration: 23 ELBO: -97424 tau: 1.530833 beta: 46.85126 diff 0.000142093 Iteration: 24 ELBO: -97410.61 tau: 1.530831 beta: 50.09218 diff 0.0001374432 Iteration: 25 ELBO: -97397.78 tau: 1.530852 beta: 53.33222 diff 0.0001317291 Iteration: 26 ELBO: -97385.69 tau: 1.530878 beta: 56.56536 diff 0.0001241214 Iteration: 27 ELBO: -97374.55 tau: 1.53089 beta: 59.78664 diff 0.0001143963 Iteration: 28 ELBO: -97364.52 tau: 1.530873 beta: 62.99091 diff 0.0001029958 After 29 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98276.59 tau: 1.559516 beta: 1.84294 diff Inf Iteration: 2 ELBO: -97353.88 tau: 1.566253 beta: 2.144671 diff 0.00938886 Iteration: 3 ELBO: -97076.78 tau: 1.57296 beta: 2.621279 diff 0.002846319 Iteration: 4 ELBO: -96887.81 tau: 1.578435 beta: 3.252167 diff 0.001946657 Iteration: 5 ELBO: -96743.07 tau: 1.582103 beta: 4.048371 diff 0.001493883 Iteration: 6 ELBO: -96627.53 tau: 1.584461 beta: 5.026555 diff 0.001194275 Iteration: 7 ELBO: -96533.49 tau: 1.585914 beta: 6.202733 diff 0.0009732347 Iteration: 8 ELBO: -96455.61 tau: 1.586767 beta: 7.589376 diff 0.0008068059 Iteration: 9 ELBO: -96390.23 tau: 1.587231 beta: 9.193889 diff 0.0006778126 Iteration: 10 ELBO: -96334.94 tau: 1.587437 beta: 11.01805 diff 0.0005736257 Iteration: 11 ELBO: -96288.06 tau: 1.587463 beta: 13.05807 diff 0.0004866374 Iteration: 12 ELBO: -96248.32 tau: 1.587354 beta: 15.30507 diff 0.0004126629 Iteration: 13 ELBO: -96214.69 tau: 1.587142 beta: 17.746 diff 0.0003493957 Iteration: 14 ELBO: -96186.27 tau: 1.586848 beta: 20.36471 diff 0.0002954495 Iteration: 15 ELBO: -96162.24 tau: 1.58649 beta: 23.14288 diff 0.0002498101 Iteration: 16 ELBO: -96141.89 tau: 1.586083 beta: 26.06098 diff 0.0002115527 Iteration: 17 ELBO: -96124.61 tau: 1.585643 beta: 29.09905 diff 0.0001797427 Iteration: 18 ELBO: -96109.86 tau: 1.585181 beta: 32.23737 diff 0.0001534434 Iteration: 19 ELBO: -96097.2 tau: 1.584707 beta: 35.45699 diff 0.0001317598 Iteration: 20 ELBO: -96086.26 tau: 1.584231 beta: 38.7401 diff 0.0001138768 After 21 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96931.16 tau: 1.611571 beta: 1.908846 diff Inf Iteration: 2 ELBO: -95995.87 tau: 1.617079 beta: 2.266359 diff 0.009648999 Iteration: 3 ELBO: -95693.04 tau: 1.625847 beta: 2.795541 diff 0.003154663 Iteration: 4 ELBO: -95496.75 tau: 1.63257 beta: 3.48565 diff 0.002051229 Iteration: 5 ELBO: -95356.5 tau: 1.636374 beta: 4.359343 diff 0.001468601 Iteration: 6 ELBO: -95246.81 tau: 1.6385 beta: 5.437631 diff 0.001150361 Iteration: 7 ELBO: -95156.03 tau: 1.639785 beta: 6.735396 diff 0.0009531243 Iteration: 8 ELBO: -95078.91 tau: 1.640619 beta: 8.262701 diff 0.0008104578 Iteration: 9 ELBO: -95013.1 tau: 1.641142 beta: 10.02732 diff 0.0006921532 Iteration: 10 ELBO: -94957.11 tau: 1.641406 beta: 12.03549 diff 0.00058927 Iteration: 11 ELBO: -94909.38 tau: 1.641467 beta: 14.28889 diff 0.0005026542 Iteration: 12 ELBO: -94868.5 tau: 1.641387 beta: 16.78219 diff 0.0004307355 Iteration: 13 ELBO: -94833.39 tau: 1.641212 beta: 19.50331 diff 0.0003700606 Iteration: 14 ELBO: -94803.22 tau: 1.640971 beta: 22.43474 diff 0.0003181585 Iteration: 15 ELBO: -94777.28 tau: 1.640682 beta: 25.5551 diff 0.0002735897 Iteration: 16 ELBO: -94754.97 tau: 1.640358 beta: 28.84057 diff 0.0002353932 Iteration: 17 ELBO: -94735.76 tau: 1.64001 beta: 32.26623 diff 0.0002027574 Iteration: 18 ELBO: -94719.19 tau: 1.639644 beta: 35.8072 diff 0.0001749158 Iteration: 19 ELBO: -94704.87 tau: 1.639267 beta: 39.43946 diff 0.0001511563 Iteration: 20 ELBO: -94692.48 tau: 1.638882 beta: 43.14058 diff 0.0001308549 Iteration: 21 ELBO: -94681.73 tau: 1.638494 beta: 46.89006 diff 0.0001134902 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95609.59 tau: 1.666858 beta: 1.8688 diff Inf Iteration: 2 ELBO: -94717.17 tau: 1.670969 beta: 2.227571 diff 0.009333999 Iteration: 3 ELBO: -94446.53 tau: 1.676834 beta: 2.791715 diff 0.002857393 Iteration: 4 ELBO: -94257.58 tau: 1.682216 beta: 3.545151 diff 0.00200055 Iteration: 5 ELBO: -94111.39 tau: 1.685952 beta: 4.50352 diff 0.001550941 Iteration: 6 ELBO: -93993.73 tau: 1.688395 beta: 5.685741 diff 0.001250299 Iteration: 7 ELBO: -93897.62 tau: 1.689914 beta: 7.110301 diff 0.001022522 Iteration: 8 ELBO: -93818.12 tau: 1.690788 beta: 8.793704 diff 0.0008466082 Iteration: 9 ELBO: -93751.51 tau: 1.691232 beta: 10.74838 diff 0.0007099597 Iteration: 10 ELBO: -93695.2 tau: 1.691395 beta: 12.98112 diff 0.0006007248 Iteration: 11 ELBO: -93647.31 tau: 1.691364 beta: 15.49227 diff 0.000511028 Iteration: 12 ELBO: -93606.46 tau: 1.6912 beta: 18.27535 diff 0.000436235 Iteration: 13 ELBO: -93571.52 tau: 1.690944 beta: 21.31725 diff 0.0003732475 Iteration: 14 ELBO: -93541.6 tau: 1.690623 beta: 24.59905 diff 0.0003198319 Iteration: 15 ELBO: -93515.93 tau: 1.690257 beta: 28.09734 diff 0.0002743869 Iteration: 16 ELBO: -93493.89 tau: 1.689863 beta: 31.78573 diff 0.000235718 Iteration: 17 ELBO: -93474.92 tau: 1.689449 beta: 35.63654 diff 0.000202863 Iteration: 18 ELBO: -93458.56 tau: 1.689024 beta: 39.62225 diff 0.0001750063 Iteration: 19 ELBO: -93444.41 tau: 1.688593 beta: 43.71667 diff 0.0001514427 Iteration: 20 ELBO: -93432.12 tau: 1.688161 beta: 47.89572 diff 0.0001315541 Iteration: 21 ELBO: -93421.39 tau: 1.687732 beta: 52.138 diff 0.0001147972 Iteration: 22 ELBO: -93411.98 tau: 1.687308 beta: 56.42501 diff 0.0001006985 After 23 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.437436 [SoftImpute] Iter 1: observed MAE=0.006666 rank=943 [SoftImpute] Iter 2: observed MAE=0.006574 rank=943 [SoftImpute] Iter 3: observed MAE=0.006575 rank=943 [SoftImpute] Iter 4: observed MAE=0.006575 rank=943 [SoftImpute] Iter 5: observed MAE=0.006576 rank=943 [SoftImpute] Iter 6: observed MAE=0.006576 rank=943 [SoftImpute] Iter 7: observed MAE=0.006577 rank=943 [SoftImpute] Iter 8: observed MAE=0.006577 rank=941 [SoftImpute] Iter 9: observed MAE=0.006577 rank=940 [SoftImpute] Iter 10: observed MAE=0.006577 rank=939 [SoftImpute] Iter 11: observed MAE=0.006577 rank=937 [SoftImpute] Iter 12: observed MAE=0.006577 rank=935 [SoftImpute] Iter 13: observed MAE=0.006577 rank=933 [SoftImpute] Iter 14: observed MAE=0.006576 rank=931 [SoftImpute] Iter 15: observed MAE=0.006576 rank=929 [SoftImpute] Iter 16: observed MAE=0.006576 rank=928 [SoftImpute] Iter 17: observed MAE=0.006575 rank=925 [SoftImpute] Iter 18: observed MAE=0.006575 rank=923 [SoftImpute] Iter 19: observed MAE=0.006575 rank=921 [SoftImpute] Iter 20: observed MAE=0.006574 rank=918 [SoftImpute] Iter 21: observed MAE=0.006573 rank=916 [SoftImpute] Iter 22: observed MAE=0.006573 rank=915 [SoftImpute] Iter 23: observed MAE=0.006572 rank=913 [SoftImpute] Iter 24: observed MAE=0.006572 rank=911 [SoftImpute] Iter 25: observed MAE=0.006571 rank=909 [SoftImpute] Iter 26: observed MAE=0.006570 rank=906 [SoftImpute] Iter 27: observed MAE=0.006570 rank=905 [SoftImpute] Iter 28: observed MAE=0.006569 rank=902 [SoftImpute] Iter 29: observed MAE=0.006568 rank=900 [SoftImpute] Iter 30: observed MAE=0.006567 rank=899 [SoftImpute] Iter 31: observed MAE=0.006566 rank=896 [SoftImpute] Iter 32: observed MAE=0.006565 rank=894 [SoftImpute] Iter 33: observed MAE=0.006564 rank=892 [SoftImpute] Iter 34: observed MAE=0.006563 rank=889 [SoftImpute] Iter 35: observed MAE=0.006562 rank=888 [SoftImpute] Iter 36: observed MAE=0.006561 rank=887 [SoftImpute] Iter 37: observed MAE=0.006560 rank=885 [SoftImpute] Iter 38: observed MAE=0.006559 rank=882 [SoftImpute] Iter 39: observed MAE=0.006558 rank=880 [SoftImpute] Iter 40: observed MAE=0.006557 rank=877 [SoftImpute] Iter 41: observed MAE=0.006556 rank=875 [SoftImpute] Iter 42: observed MAE=0.006555 rank=873 [SoftImpute] Iter 43: observed MAE=0.006553 rank=870 [SoftImpute] Iter 44: observed MAE=0.006552 rank=868 [SoftImpute] Iter 45: observed MAE=0.006551 rank=867 [SoftImpute] Iter 46: observed MAE=0.006550 rank=865 [SoftImpute] Iter 47: observed MAE=0.006548 rank=863 [SoftImpute] Iter 48: observed MAE=0.006547 rank=861 [SoftImpute] Iter 49: observed MAE=0.006546 rank=859 [SoftImpute] Iter 50: observed MAE=0.006545 rank=857 [SoftImpute] Iter 51: observed MAE=0.006543 rank=855 [SoftImpute] Iter 52: observed MAE=0.006542 rank=853 [SoftImpute] Iter 53: observed MAE=0.006540 rank=851 [SoftImpute] Iter 54: observed MAE=0.006539 rank=850 [SoftImpute] Iter 55: observed MAE=0.006538 rank=848 [SoftImpute] Iter 56: observed MAE=0.006537 rank=847 [SoftImpute] Iter 57: observed MAE=0.006535 rank=845 [SoftImpute] Iter 58: observed MAE=0.006534 rank=843 [SoftImpute] Iter 59: observed MAE=0.006533 rank=841 [SoftImpute] Iter 60: observed MAE=0.006531 rank=839 [SoftImpute] Iter 61: observed MAE=0.006530 rank=837 [SoftImpute] Iter 62: observed MAE=0.006528 rank=836 [SoftImpute] Iter 63: observed MAE=0.006527 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1454 missing, elapsed time: 4.050 Imputing row 101/943 with 1624 missing, elapsed time: 5.555 Imputing row 201/943 with 1367 missing, elapsed time: 7.061 Imputing row 301/943 with 1462 missing, elapsed time: 8.550 Imputing row 401/943 with 1567 missing, elapsed time: 10.046 Imputing row 501/943 with 1626 missing, elapsed time: 11.538 Imputing row 601/943 with 1561 missing, elapsed time: 13.034 Imputing row 701/943 with 1652 missing, elapsed time: 14.527 Imputing row 801/943 with 1664 missing, elapsed time: 16.031 Imputing row 901/943 with 1584 missing, elapsed time: 17.523 [KNN] Warning: 34762/1586126 still missing after imputation, replacing with 0 ########### perturbation 27 start ############ Preprocessing data... 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215900.3 tau: 0.08764289 beta: 0.06306818 diff Inf Iteration: 2 ELBO: -129445.2 tau: 0.7279084 beta: 0.1043951 diff 0.4004397 Iteration: 3 ELBO: -114566.8 tau: 1.103128 beta: 0.4043335 diff 0.1149403 Iteration: 4 ELBO: -112959.6 tau: 1.154215 beta: 0.8147315 diff 0.0140287 Iteration: 5 ELBO: -112616.8 tau: 1.16218 beta: 1.083909 diff 0.003034077 Iteration: 6 ELBO: -112544 tau: 1.163086 beta: 1.232834 diff 0.0006467242 Iteration: 7 ELBO: -112528.5 tau: 1.162899 beta: 1.310746 diff 0.0001375137 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108552.4 tau: 1.203121 beta: 1.839415 diff Inf Iteration: 2 ELBO: -107596.9 tau: 1.210129 beta: 2.078895 diff 0.008802369 Iteration: 3 ELBO: -107085.3 tau: 1.224955 beta: 2.376772 diff 0.004754785 Iteration: 4 ELBO: -106423.3 tau: 1.24938 beta: 2.691461 diff 0.006181562 Iteration: 5 ELBO: -105898.6 tau: 1.26959 beta: 3.139758 diff 0.004930684 Iteration: 6 ELBO: -105669.2 tau: 1.277948 beta: 3.687797 diff 0.002165796 Iteration: 7 ELBO: -105569.6 tau: 1.280553 beta: 4.290693 diff 0.000942698 Iteration: 8 ELBO: -105511.2 tau: 1.281314 beta: 4.937548 diff 0.0005533249 Iteration: 9 ELBO: -105467.7 tau: 1.281509 beta: 5.627949 diff 0.0004122429 Iteration: 10 ELBO: -105431.5 tau: 1.281519 beta: 6.36254 diff 0.0003430371 Iteration: 11 ELBO: -105400.2 tau: 1.281461 beta: 7.140652 diff 0.0002971235 Iteration: 12 ELBO: -105372.7 tau: 1.281374 beta: 7.959909 diff 0.0002604015 Iteration: 13 ELBO: -105348.7 tau: 1.28127 beta: 8.816319 diff 0.000228442 Iteration: 14 ELBO: -105327.6 tau: 1.281155 beta: 9.704517 diff 0.0001997505 Iteration: 15 ELBO: -105309.3 tau: 1.281032 beta: 10.61804 diff 0.0001737962 Iteration: 16 ELBO: -105293.5 tau: 1.280904 beta: 11.54966 diff 0.0001503704 Iteration: 17 ELBO: -105279.9 tau: 1.28077 beta: 12.49165 diff 0.000129359 Iteration: 18 ELBO: -105268.2 tau: 1.280634 beta: 13.43616 diff 0.0001106593 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105091.3 tau: 1.312192 beta: 1.867608 diff Inf Iteration: 2 ELBO: -104121.2 tau: 1.318815 beta: 2.149629 diff 0.009231559 Iteration: 3 ELBO: -103780.9 tau: 1.328501 beta: 2.566133 diff 0.003267589 Iteration: 4 ELBO: -103543.3 tau: 1.336725 beta: 3.103322 diff 0.002290233 Iteration: 5 ELBO: -103366.4 tau: 1.342166 beta: 3.774612 diff 0.001707742 Iteration: 6 ELBO: -103224.3 tau: 1.345835 beta: 4.594101 diff 0.001374916 Iteration: 7 ELBO: -103104.6 tau: 1.348503 beta: 5.573158 diff 0.001160198 Iteration: 8 ELBO: -103001.6 tau: 1.350564 beta: 6.719234 diff 0.0009983584 Iteration: 9 ELBO: -102914.2 tau: 1.352143 beta: 8.035685 diff 0.0008490356 Iteration: 10 ELBO: -102842.1 tau: 1.353256 beta: 9.519639 diff 0.0007006521 Iteration: 11 ELBO: -102784.1 tau: 1.353948 beta: 11.16068 diff 0.0005631989 Iteration: 12 ELBO: -102738.3 tau: 1.354303 beta: 12.94309 diff 0.0004464704 Iteration: 13 ELBO: -102702 tau: 1.354404 beta: 14.84986 diff 0.0003529271 Iteration: 14 ELBO: -102673.2 tau: 1.354324 beta: 16.86512 diff 0.0002805813 Iteration: 15 ELBO: -102650 tau: 1.354119 beta: 18.97405 diff 0.0002256461 Iteration: 16 ELBO: -102631.1 tau: 1.353834 beta: 21.16221 diff 0.0001838584 Iteration: 17 ELBO: -102615.6 tau: 1.353502 beta: 23.41502 diff 0.0001515192 Iteration: 18 ELBO: -102602.7 tau: 1.353143 beta: 25.71777 diff 0.0001259454 Iteration: 19 ELBO: -102591.9 tau: 1.352772 beta: 28.05588 diff 0.0001053453 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103079.9 tau: 1.380508 beta: 1.857776 diff Inf Iteration: 2 ELBO: -102132.4 tau: 1.386376 beta: 2.159557 diff 0.009191544 Iteration: 3 ELBO: -101829.3 tau: 1.394403 beta: 2.607775 diff 0.002968372 Iteration: 4 ELBO: -101635.3 tau: 1.400541 beta: 3.184181 diff 0.001905142 Iteration: 5 ELBO: -101500.3 tau: 1.404049 beta: 3.901871 diff 0.001328278 Iteration: 6 ELBO: -101397.7 tau: 1.406011 beta: 4.772902 diff 0.001010791 Iteration: 7 ELBO: -101315.3 tau: 1.407118 beta: 5.806542 diff 0.0008121612 Iteration: 8 ELBO: -101246.8 tau: 1.407728 beta: 7.009603 diff 0.0006761242 Iteration: 9 ELBO: -101188.3 tau: 1.408044 beta: 8.386649 diff 0.0005777792 Iteration: 10 ELBO: -101137.2 tau: 1.408191 beta: 9.939903 diff 0.0005048397 Iteration: 11 ELBO: -101091.5 tau: 1.40826 beta: 11.66862 diff 0.0004521249 Iteration: 12 ELBO: -101049.3 tau: 1.408333 beta: 13.5679 diff 0.0004176582 Iteration: 13 ELBO: -101008.8 tau: 1.408492 beta: 15.62695 diff 0.0004006469 Iteration: 14 ELBO: -100968.4 tau: 1.408825 beta: 17.82622 diff 0.0004004983 Iteration: 15 ELBO: -100926.4 tau: 1.409421 beta: 20.1337 diff 0.0004155317 Iteration: 16 ELBO: -100881.9 tau: 1.410356 beta: 22.50125 diff 0.0004405449 Iteration: 17 ELBO: -100835.2 tau: 1.41165 beta: 24.86598 diff 0.0004633482 Iteration: 18 ELBO: -100788.4 tau: 1.413206 beta: 27.1643 diff 0.0004645345 Iteration: 19 ELBO: -100745.1 tau: 1.414804 beta: 29.35338 diff 0.0004293587 Iteration: 20 ELBO: -100708.3 tau: 1.41622 beta: 31.41689 diff 0.0003646075 Iteration: 21 ELBO: -100679 tau: 1.417343 beta: 33.35305 diff 0.0002916699 Iteration: 22 ELBO: -100656.2 tau: 1.418179 beta: 35.16511 diff 0.0002258408 Iteration: 23 ELBO: -100638.9 tau: 1.418777 beta: 36.85879 diff 0.0001718029 Iteration: 24 ELBO: -100625.9 tau: 1.419189 beta: 38.44204 diff 0.0001291857 After 25 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101167 tau: 1.449045 beta: 1.844225 diff Inf Iteration: 2 ELBO: -100236.9 tau: 1.45543 beta: 2.136463 diff 0.009193214 Iteration: 3 ELBO: -99938.4 tau: 1.463137 beta: 2.583867 diff 0.002978315 Iteration: 4 ELBO: -99740.35 tau: 1.469273 beta: 3.167702 diff 0.001981785 Iteration: 5 ELBO: -99595.77 tau: 1.473087 beta: 3.898155 diff 0.001449578 Iteration: 6 ELBO: -99480.8 tau: 1.475528 beta: 4.785265 diff 0.001154332 Iteration: 7 ELBO: -99384.74 tau: 1.477201 beta: 5.838802 diff 0.0009655758 Iteration: 8 ELBO: -99302.24 tau: 1.478429 beta: 7.064313 diff 0.0008301148 Iteration: 9 ELBO: -99230.55 tau: 1.479384 beta: 8.462513 diff 0.0007219201 Iteration: 10 ELBO: -99168.5 tau: 1.480127 beta: 10.03129 diff 0.0006253831 Iteration: 11 ELBO: -99115.52 tau: 1.480665 beta: 11.76749 diff 0.0005342025 Iteration: 12 ELBO: -99070.99 tau: 1.480993 beta: 13.66679 diff 0.0004492629 Iteration: 13 ELBO: -99033.94 tau: 1.481126 beta: 15.72228 diff 0.0003739637 Iteration: 14 ELBO: -99003.22 tau: 1.481094 beta: 17.92374 diff 0.0003102279 Iteration: 15 ELBO: -98977.69 tau: 1.480937 beta: 20.25779 diff 0.0002578265 Iteration: 16 ELBO: -98956.38 tau: 1.48069 beta: 22.70869 diff 0.0002153329 Iteration: 17 ELBO: -98938.47 tau: 1.480383 beta: 25.25893 diff 0.0001809757 Iteration: 18 ELBO: -98923.33 tau: 1.480039 beta: 27.88995 diff 0.000153064 Iteration: 19 ELBO: -98910.45 tau: 1.479674 beta: 30.58259 diff 0.0001301617 Iteration: 20 ELBO: -98899.46 tau: 1.479301 beta: 33.31765 diff 0.0001111391 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99634.05 tau: 1.507111 beta: 1.839842 diff Inf Iteration: 2 ELBO: -98693.28 tau: 1.51259 beta: 2.151793 diff 0.009442301 Iteration: 3 ELBO: -98400.57 tau: 1.520063 beta: 2.629455 diff 0.002965795 Iteration: 4 ELBO: -98211.74 tau: 1.525794 beta: 3.257433 diff 0.001919008 Iteration: 5 ELBO: -98074.34 tau: 1.529177 beta: 4.048142 diff 0.001399 Iteration: 6 ELBO: -97964.88 tau: 1.531223 beta: 5.014815 diff 0.001116098 Iteration: 7 ELBO: -97872.98 tau: 1.532598 beta: 6.167641 diff 0.0009380902 Iteration: 8 ELBO: -97794.18 tau: 1.533591 beta: 7.513875 diff 0.0008051337 Iteration: 9 ELBO: -97726.2 tau: 1.53431 beta: 9.05766 diff 0.0006951025 Iteration: 10 ELBO: -97667.41 tau: 1.53481 beta: 10.80005 diff 0.000601581 Iteration: 11 ELBO: -97616.39 tau: 1.53513 beta: 12.73992 diff 0.0005224525 Iteration: 12 ELBO: -97571.84 tau: 1.535306 beta: 14.87536 diff 0.0004563829 Iteration: 13 ELBO: -97532.59 tau: 1.535372 beta: 17.20483 diff 0.0004022635 Iteration: 14 ELBO: -97497.57 tau: 1.535363 beta: 19.72752 diff 0.0003589911 Iteration: 15 ELBO: -97465.86 tau: 1.535311 beta: 22.44319 diff 0.0003252278 Iteration: 16 ELBO: -97436.69 tau: 1.535251 beta: 25.35154 diff 0.0002992976 Iteration: 17 ELBO: -97409.48 tau: 1.535207 beta: 28.4508 diff 0.0002792374 Iteration: 18 ELBO: -97383.89 tau: 1.535199 beta: 31.73495 diff 0.0002628031 Iteration: 19 ELBO: -97359.81 tau: 1.535236 beta: 35.19019 diff 0.0002472516 Iteration: 20 ELBO: -97337.47 tau: 1.535305 beta: 38.79474 diff 0.0002294491 Iteration: 21 ELBO: -97317.26 tau: 1.535375 beta: 42.525 diff 0.0002076092 Iteration: 22 ELBO: -97299.43 tau: 1.535407 beta: 46.36076 diff 0.0001832621 Iteration: 23 ELBO: -97283.91 tau: 1.535381 beta: 50.28421 diff 0.0001594161 Iteration: 24 ELBO: -97270.52 tau: 1.535296 beta: 54.27806 diff 0.0001376996 Iteration: 25 ELBO: -97259 tau: 1.535157 beta: 58.32559 diff 0.0001184088 Iteration: 26 ELBO: -97249.13 tau: 1.534973 beta: 62.41121 diff 0.0001014413 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98184.18 tau: 1.562863 beta: 1.854451 diff Inf Iteration: 2 ELBO: -97263.91 tau: 1.568603 beta: 2.168887 diff 0.009372948 Iteration: 3 ELBO: -96990.08 tau: 1.575178 beta: 2.662618 diff 0.002815315 Iteration: 4 ELBO: -96808.97 tau: 1.580443 beta: 3.315997 diff 0.001867273 Iteration: 5 ELBO: -96674.92 tau: 1.583582 beta: 4.144833 diff 0.001384753 Iteration: 6 ELBO: -96568.12 tau: 1.58538 beta: 5.167257 diff 0.001104701 Iteration: 7 ELBO: -96479.19 tau: 1.586465 beta: 6.39606 diff 0.0009209369 Iteration: 8 ELBO: -96403.71 tau: 1.587143 beta: 7.839913 diff 0.0007823197 Iteration: 9 ELBO: -96339.56 tau: 1.587518 beta: 9.507035 diff 0.000665436 Iteration: 10 ELBO: -96284.66 tau: 1.587685 beta: 11.39968 diff 0.0005697933 Iteration: 11 ELBO: -96237.31 tau: 1.587732 beta: 13.51175 diff 0.0004918161 Iteration: 12 ELBO: -96196.48 tau: 1.587697 beta: 15.83054 diff 0.0004242901 Iteration: 13 ELBO: -96161.44 tau: 1.587589 beta: 18.33864 diff 0.0003642098 Iteration: 14 ELBO: -96131.48 tau: 1.587415 beta: 21.01519 diff 0.0003115762 Iteration: 15 ELBO: -96105.88 tau: 1.587189 beta: 23.83683 diff 0.0002663008 Iteration: 16 ELBO: -96084 tau: 1.586925 beta: 26.77826 diff 0.0002276191 Iteration: 17 ELBO: -96065.31 tau: 1.586636 beta: 29.81276 diff 0.0001945629 Iteration: 18 ELBO: -96049.34 tau: 1.586331 beta: 32.91306 diff 0.0001662671 Iteration: 19 ELBO: -96035.69 tau: 1.586016 beta: 36.05244 diff 0.0001420368 Iteration: 20 ELBO: -96024.04 tau: 1.585694 beta: 39.20598 diff 0.0001213261 Iteration: 21 ELBO: -96014.09 tau: 1.585369 beta: 42.35168 diff 0.0001036999 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96919.64 tau: 1.612302 beta: 1.898807 diff Inf Iteration: 2 ELBO: -96009.59 tau: 1.617136 beta: 2.255926 diff 0.009389734 Iteration: 3 ELBO: -95703.69 tau: 1.62576 beta: 2.777101 diff 0.003186096 Iteration: 4 ELBO: -95492.55 tau: 1.633353 beta: 3.442701 diff 0.002206259 Iteration: 5 ELBO: -95339.65 tau: 1.638073 beta: 4.273303 diff 0.001601101 Iteration: 6 ELBO: -95223.15 tau: 1.640754 beta: 5.290351 diff 0.00122202 Iteration: 7 ELBO: -95130.33 tau: 1.642255 beta: 6.508458 diff 0.0009747809 Iteration: 8 ELBO: -95054.48 tau: 1.643074 beta: 7.936147 diff 0.0007972579 Iteration: 9 ELBO: -94991.79 tau: 1.643463 beta: 9.57734 diff 0.0006595028 Iteration: 10 ELBO: -94939.64 tau: 1.643559 beta: 11.43231 diff 0.0005490273 Iteration: 11 ELBO: -94896.02 tau: 1.643451 beta: 13.49753 diff 0.0004594966 Iteration: 12 ELBO: -94859.35 tau: 1.643201 beta: 15.76518 diff 0.0003863425 Iteration: 13 ELBO: -94828.43 tau: 1.642854 beta: 18.22297 diff 0.0003259613 Iteration: 14 ELBO: -94802.29 tau: 1.64244 beta: 20.85466 diff 0.0002756778 Iteration: 15 ELBO: -94780.15 tau: 1.641981 beta: 23.64081 diff 0.0002335636 Iteration: 16 ELBO: -94761.36 tau: 1.641493 beta: 26.55992 diff 0.0001982015 Iteration: 17 ELBO: -94745.4 tau: 1.640987 beta: 29.58944 diff 0.0001685051 Iteration: 18 ELBO: -94731.79 tau: 1.640474 beta: 32.70679 diff 0.000143602 Iteration: 19 ELBO: -94720.16 tau: 1.63996 beta: 35.89024 diff 0.0001227601 Iteration: 20 ELBO: -94710.18 tau: 1.639451 beta: 39.11952 diff 0.0001053468 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95574.87 tau: 1.668573 beta: 1.864985 diff Inf Iteration: 2 ELBO: -94681.92 tau: 1.67288 beta: 2.218696 diff 0.009342934 Iteration: 3 ELBO: -94392.52 tau: 1.679903 beta: 2.762124 diff 0.003056546 Iteration: 4 ELBO: -94189.8 tau: 1.686441 beta: 3.474166 diff 0.002147607 Iteration: 5 ELBO: -94032.67 tau: 1.691038 beta: 4.373499 diff 0.001668313 Iteration: 6 ELBO: -93903.69 tau: 1.694248 beta: 5.483739 diff 0.001371576 Iteration: 7 ELBO: -93797.34 tau: 1.696459 beta: 6.825024 diff 0.001132627 Iteration: 8 ELBO: -93710.72 tau: 1.697838 beta: 8.413033 diff 0.0009234511 Iteration: 9 ELBO: -93640.16 tau: 1.698563 beta: 10.25919 diff 0.0007529326 Iteration: 10 ELBO: -93582.02 tau: 1.698831 beta: 12.3707 diff 0.0006209415 Iteration: 11 ELBO: -93533.47 tau: 1.698798 beta: 14.75011 diff 0.0005187496 Iteration: 12 ELBO: -93492.53 tau: 1.698575 beta: 17.39486 diff 0.0004376815 Iteration: 13 ELBO: -93457.78 tau: 1.698232 beta: 20.2971 diff 0.0003717263 Iteration: 14 ELBO: -93428.14 tau: 1.697814 beta: 23.4439 diff 0.0003170795 Iteration: 15 ELBO: -93402.8 tau: 1.697351 beta: 26.81786 diff 0.0002712823 Iteration: 16 ELBO: -93381.07 tau: 1.696861 beta: 30.39793 diff 0.0002326431 Iteration: 17 ELBO: -93362.4 tau: 1.696358 beta: 34.16046 diff 0.0001999337 Iteration: 18 ELBO: -93346.32 tau: 1.69585 beta: 38.08027 diff 0.0001722265 Iteration: 19 ELBO: -93332.43 tau: 1.695344 beta: 42.13173 diff 0.0001487829 Iteration: 20 ELBO: -93320.39 tau: 1.694844 beta: 46.28948 diff 0.0001289751 Iteration: 21 ELBO: -93309.92 tau: 1.694356 beta: 50.52904 diff 0.0001122439 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94284.2 tau: 1.724247 beta: 1.916516 diff Inf Iteration: 2 ELBO: -93394.52 tau: 1.72821 beta: 2.26891 diff 0.009436142 Iteration: 3 ELBO: -93128.19 tau: 1.733735 beta: 2.823037 diff 0.002851647 Iteration: 4 ELBO: -92945.29 tau: 1.738825 beta: 3.5539 diff 0.001963992 Iteration: 5 ELBO: -92801.5 tau: 1.742573 beta: 4.471234 diff 0.001547063 Iteration: 6 ELBO: -92682.7 tau: 1.745307 beta: 5.593885 diff 0.001280085 Iteration: 7 ELBO: -92583.78 tau: 1.747214 beta: 6.945469 diff 0.001067363 Iteration: 8 ELBO: -92501.23 tau: 1.748442 beta: 8.548698 diff 0.0008916129 Iteration: 9 ELBO: -92431.86 tau: 1.749158 beta: 10.42108 diff 0.0007499077 Iteration: 10 ELBO: -92373.12 tau: 1.74951 beta: 12.57354 diff 0.000635506 Iteration: 11 ELBO: -92323.12 tau: 1.74961 beta: 15.01012 diff 0.0005413123 Iteration: 12 ELBO: -92280.44 tau: 1.74953 beta: 17.72847 diff 0.0004622238 Iteration: 13 ELBO: -92243.96 tau: 1.74932 beta: 20.72075 diff 0.0003953533 Iteration: 14 ELBO: -92212.66 tau: 1.749017 beta: 23.97462 diff 0.0003393259 Iteration: 15 ELBO: -92185.62 tau: 1.748652 beta: 27.47388 diff 0.0002932328 Iteration: 16 ELBO: -92162.02 tau: 1.748255 beta: 31.19908 diff 0.0002559802 Iteration: 17 ELBO: -92141.17 tau: 1.747855 beta: 35.12789 diff 0.0002262439 Iteration: 18 ELBO: -92122.5 tau: 1.747474 beta: 39.23516 diff 0.0002026169 Iteration: 19 ELBO: -92105.58 tau: 1.747129 beta: 43.49278 diff 0.0001836797 Iteration: 20 ELBO: -92090.11 tau: 1.746831 beta: 47.86977 diff 0.0001680143 Iteration: 21 ELBO: -92075.9 tau: 1.746582 beta: 52.33307 diff 0.000154265 Iteration: 22 ELBO: -92062.89 tau: 1.746378 beta: 56.84927 diff 0.0001413003 Iteration: 23 ELBO: -92051.07 tau: 1.746205 beta: 61.38706 diff 0.0001284138 Iteration: 24 ELBO: -92040.44 tau: 1.746047 beta: 65.91958 diff 0.0001154197 Iteration: 25 ELBO: -92031 tau: 1.745889 beta: 70.42584 diff 0.0001025477 After 26 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.499242 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006571 rank=943 [SoftImpute] Iter 3: observed MAE=0.006572 rank=943 [SoftImpute] Iter 4: observed MAE=0.006572 rank=943 [SoftImpute] Iter 5: observed MAE=0.006573 rank=943 [SoftImpute] Iter 6: observed MAE=0.006573 rank=942 [SoftImpute] Iter 7: observed MAE=0.006573 rank=941 [SoftImpute] Iter 8: observed MAE=0.006573 rank=939 [SoftImpute] Iter 9: observed MAE=0.006573 rank=938 [SoftImpute] Iter 10: observed MAE=0.006574 rank=936 [SoftImpute] Iter 11: observed MAE=0.006574 rank=936 [SoftImpute] Iter 12: observed MAE=0.006574 rank=934 [SoftImpute] Iter 13: observed MAE=0.006573 rank=931 [SoftImpute] Iter 14: observed MAE=0.006573 rank=930 [SoftImpute] Iter 15: observed MAE=0.006573 rank=927 [SoftImpute] Iter 16: observed MAE=0.006573 rank=926 [SoftImpute] Iter 17: observed MAE=0.006572 rank=924 [SoftImpute] Iter 18: observed MAE=0.006572 rank=923 [SoftImpute] Iter 19: observed MAE=0.006571 rank=921 [SoftImpute] Iter 20: observed MAE=0.006571 rank=919 [SoftImpute] Iter 21: observed MAE=0.006570 rank=917 [SoftImpute] Iter 22: observed MAE=0.006570 rank=914 [SoftImpute] Iter 23: observed MAE=0.006569 rank=912 [SoftImpute] Iter 24: observed MAE=0.006568 rank=910 [SoftImpute] Iter 25: observed MAE=0.006567 rank=908 [SoftImpute] Iter 26: observed MAE=0.006567 rank=905 [SoftImpute] Iter 27: observed MAE=0.006566 rank=904 [SoftImpute] Iter 28: observed MAE=0.006565 rank=902 [SoftImpute] Iter 29: observed MAE=0.006564 rank=900 [SoftImpute] Iter 30: observed MAE=0.006563 rank=896 [SoftImpute] Iter 31: observed MAE=0.006562 rank=895 [SoftImpute] Iter 32: observed MAE=0.006561 rank=893 [SoftImpute] Iter 33: observed MAE=0.006560 rank=891 [SoftImpute] Iter 34: observed MAE=0.006560 rank=890 [SoftImpute] Iter 35: observed MAE=0.006559 rank=888 [SoftImpute] Iter 36: observed MAE=0.006558 rank=885 [SoftImpute] Iter 37: observed MAE=0.006557 rank=883 [SoftImpute] Iter 38: observed MAE=0.006556 rank=882 [SoftImpute] Iter 39: observed MAE=0.006554 rank=879 [SoftImpute] Iter 40: observed MAE=0.006553 rank=877 [SoftImpute] Iter 41: observed MAE=0.006552 rank=874 [SoftImpute] Iter 42: observed MAE=0.006551 rank=872 [SoftImpute] Iter 43: observed MAE=0.006549 rank=871 [SoftImpute] Iter 44: observed MAE=0.006548 rank=869 [SoftImpute] Iter 45: observed MAE=0.006547 rank=866 [SoftImpute] Iter 46: observed MAE=0.006546 rank=865 [SoftImpute] Iter 47: observed MAE=0.006545 rank=864 [SoftImpute] Iter 48: observed MAE=0.006544 rank=862 [SoftImpute] Iter 49: observed MAE=0.006543 rank=860 [SoftImpute] Iter 50: observed MAE=0.006541 rank=857 [SoftImpute] Iter 51: observed MAE=0.006540 rank=855 [SoftImpute] Iter 52: observed MAE=0.006538 rank=853 [SoftImpute] Iter 53: observed MAE=0.006537 rank=852 [SoftImpute] Iter 54: observed MAE=0.006535 rank=849 [SoftImpute] Iter 55: observed MAE=0.006534 rank=849 [SoftImpute] Iter 56: observed MAE=0.006533 rank=846 [SoftImpute] Iter 57: observed MAE=0.006532 rank=844 [SoftImpute] Iter 58: observed MAE=0.006530 rank=843 [SoftImpute] Iter 59: observed MAE=0.006528 rank=839 [SoftImpute] Iter 60: observed MAE=0.006527 rank=838 [SoftImpute] Iter 61: observed MAE=0.006525 rank=837 [SoftImpute] Iter 62: observed MAE=0.006524 rank=835 [SoftImpute] Iter 63: observed MAE=0.006523 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1466 missing, elapsed time: 4.052 Imputing row 101/943 with 1627 missing, elapsed time: 5.546 Imputing row 201/943 with 1365 missing, elapsed time: 7.061 Imputing row 301/943 with 1466 missing, elapsed time: 8.551 Imputing row 401/943 with 1557 missing, elapsed time: 10.027 Imputing row 501/943 with 1625 missing, elapsed time: 11.510 Imputing row 601/943 with 1566 missing, elapsed time: 13.023 Imputing row 701/943 with 1655 missing, elapsed time: 14.534 Imputing row 801/943 with 1662 missing, elapsed time: 16.051 Imputing row 901/943 with 1578 missing, elapsed time: 17.560 [KNN] Warning: 27168/1586126 still missing after imputation, replacing with 0 ########### perturbation 28 start ############ Preprocessing data... 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271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216034.5 tau: 0.08738786 beta: 0.06100184 diff Inf Iteration: 2 ELBO: -130338.8 tau: 0.7117373 beta: 0.1057332 diff 0.3966759 Iteration: 3 ELBO: -115073.3 tau: 1.088592 beta: 0.4083427 diff 0.1171219 Iteration: 4 ELBO: -113201 tau: 1.147079 beta: 0.8090203 diff 0.01627076 Iteration: 5 ELBO: -112792.3 tau: 1.157246 beta: 1.067971 diff 0.003609834 Iteration: 6 ELBO: -112706.2 tau: 1.158633 beta: 1.210568 diff 0.0007632596 Iteration: 7 ELBO: -112688.4 tau: 1.158541 beta: 1.285092 diff 0.0001579132 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108698.9 tau: 1.198382 beta: 1.849279 diff Inf Iteration: 2 ELBO: -107729.5 tau: 1.206469 beta: 2.074715 diff 0.008918357 Iteration: 3 ELBO: -107354.4 tau: 1.216716 beta: 2.407894 diff 0.003481352 Iteration: 4 ELBO: -107091.8 tau: 1.22512 beta: 2.847297 diff 0.002445979 Iteration: 5 ELBO: -106905 tau: 1.23049 beta: 3.407132 diff 0.001744723 Iteration: 6 ELBO: -106747.6 tau: 1.234514 beta: 4.083668 diff 0.001472295 Iteration: 7 ELBO: -106572.7 tau: 1.239229 beta: 4.853619 diff 0.001638352 Iteration: 8 ELBO: -106339.5 tau: 1.246479 beta: 5.674704 diff 0.002188627 Iteration: 9 ELBO: -106060.3 tau: 1.25605 beta: 6.520114 diff 0.002625613 Iteration: 10 ELBO: -105822.2 tau: 1.264565 beta: 7.396587 diff 0.002244947 Iteration: 11 ELBO: -105674.2 tau: 1.269738 beta: 8.318743 diff 0.001398592 Iteration: 12 ELBO: -105594.3 tau: 1.272169 beta: 9.288778 diff 0.0007555917 Iteration: 13 ELBO: -105550.2 tau: 1.273125 beta: 10.29475 diff 0.0004176212 Iteration: 14 ELBO: -105522.9 tau: 1.273419 beta: 11.32029 diff 0.0002585955 Iteration: 15 ELBO: -105503.9 tau: 1.273438 beta: 12.35108 diff 0.000179999 Iteration: 16 ELBO: -105489.6 tau: 1.273345 beta: 13.3758 diff 0.0001357634 Iteration: 17 ELBO: -105478.3 tau: 1.273209 beta: 14.38554 diff 0.0001070923 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105321.1 tau: 1.304709 beta: 1.861472 diff Inf Iteration: 2 ELBO: -104337.1 tau: 1.311976 beta: 2.141145 diff 0.009342678 Iteration: 3 ELBO: -103993 tau: 1.321709 beta: 2.56369 diff 0.003297677 Iteration: 4 ELBO: -103745.7 tau: 1.330146 beta: 3.102767 diff 0.002378054 Iteration: 5 ELBO: -103547 tau: 1.336556 beta: 3.769321 diff 0.001915307 Iteration: 6 ELBO: -103391.1 tau: 1.340989 beta: 4.581522 diff 0.001505586 Iteration: 7 ELBO: -103272.9 tau: 1.343708 beta: 5.551991 diff 0.001143212 Iteration: 8 ELBO: -103181.4 tau: 1.345297 beta: 6.685927 diff 0.0008858472 Iteration: 9 ELBO: -103107.9 tau: 1.346256 beta: 7.979748 diff 0.0007127373 Iteration: 10 ELBO: -103048.1 tau: 1.346829 beta: 9.424781 diff 0.0005801711 Iteration: 11 ELBO: -102999.8 tau: 1.347086 beta: 11.0153 diff 0.0004678249 Iteration: 12 ELBO: -102960.9 tau: 1.347095 beta: 12.74675 diff 0.0003782548 Iteration: 13 ELBO: -102928.8 tau: 1.346944 beta: 14.61121 diff 0.0003112714 Iteration: 14 ELBO: -102902.1 tau: 1.346702 beta: 16.59686 diff 0.0002599171 Iteration: 15 ELBO: -102879.6 tau: 1.346407 beta: 18.6889 diff 0.0002184103 Iteration: 16 ELBO: -102860.7 tau: 1.346083 beta: 20.87036 diff 0.0001835938 Iteration: 17 ELBO: -102844.9 tau: 1.345741 beta: 23.12323 diff 0.0001539827 Iteration: 18 ELBO: -102831.6 tau: 1.345388 beta: 25.42934 diff 0.0001288984 Iteration: 19 ELBO: -102820.5 tau: 1.34503 beta: 27.7711 diff 0.0001078764 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103299.3 tau: 1.372644 beta: 1.871518 diff Inf Iteration: 2 ELBO: -102346.2 tau: 1.379454 beta: 2.168821 diff 0.009226904 Iteration: 3 ELBO: -102006 tau: 1.389583 beta: 2.586354 diff 0.003323876 Iteration: 4 ELBO: -101789.2 tau: 1.397319 beta: 3.118832 diff 0.002125598 Iteration: 5 ELBO: -101645.5 tau: 1.401484 beta: 3.788463 diff 0.001412134 Iteration: 6 ELBO: -101538.3 tau: 1.403724 beta: 4.603991 diff 0.001054445 Iteration: 7 ELBO: -101453.6 tau: 1.404961 beta: 5.569865 diff 0.0008336107 Iteration: 8 ELBO: -101384.8 tau: 1.405598 beta: 6.689952 diff 0.0006787335 Iteration: 9 ELBO: -101327.4 tau: 1.405864 beta: 7.96778 diff 0.0005658814 Iteration: 10 ELBO: -101278.8 tau: 1.405895 beta: 9.405679 diff 0.000479846 Iteration: 11 ELBO: -101237.1 tau: 1.405775 beta: 11.00382 diff 0.0004120052 Iteration: 12 ELBO: -101200.9 tau: 1.40556 beta: 12.75966 diff 0.0003570659 Iteration: 13 ELBO: -101169.4 tau: 1.405286 beta: 14.66788 diff 0.0003115961 Iteration: 14 ELBO: -101141.7 tau: 1.404978 beta: 16.72037 diff 0.0002733187 Iteration: 15 ELBO: -101117.4 tau: 1.404653 beta: 18.90632 diff 0.0002406396 Iteration: 16 ELBO: -101095.9 tau: 1.404324 beta: 21.21221 diff 0.0002123315 Iteration: 17 ELBO: -101077 tau: 1.403998 beta: 23.6221 diff 0.000187382 Iteration: 18 ELBO: -101060.3 tau: 1.403679 beta: 26.11834 diff 0.0001649971 Iteration: 19 ELBO: -101045.7 tau: 1.403368 beta: 28.68255 diff 0.000144673 Iteration: 20 ELBO: -101032.9 tau: 1.403061 beta: 31.29682 diff 0.0001262002 Iteration: 21 ELBO: -101021.9 tau: 1.402758 beta: 33.94446 diff 0.0001095488 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101674.7 tau: 1.430795 beta: 1.836709 diff Inf Iteration: 2 ELBO: -100730.4 tau: 1.437991 beta: 2.115869 diff 0.009287121 Iteration: 3 ELBO: -100408 tau: 1.446779 beta: 2.554522 diff 0.003200595 Iteration: 4 ELBO: -100191.9 tau: 1.453737 beta: 3.143274 diff 0.002152328 Iteration: 5 ELBO: -100035.3 tau: 1.458126 beta: 3.891527 diff 0.001563258 Iteration: 6 ELBO: -99914.07 tau: 1.46088 beta: 4.805224 diff 0.001211985 Iteration: 7 ELBO: -99815.7 tau: 1.462674 beta: 5.888226 diff 0.0009845427 Iteration: 8 ELBO: -99733.08 tau: 1.463911 beta: 7.142641 diff 0.0008277008 Iteration: 9 ELBO: -99661.95 tau: 1.464822 beta: 8.568785 diff 0.000713201 Iteration: 10 ELBO: -99599.81 tau: 1.465531 beta: 10.16478 diff 0.0006234691 Iteration: 11 ELBO: -99545.35 tau: 1.466092 beta: 11.92633 diff 0.0005468603 Iteration: 12 ELBO: -99497.75 tau: 1.466526 beta: 13.8463 diff 0.0004781775 Iteration: 13 ELBO: -99456.28 tau: 1.466852 beta: 15.91329 diff 0.0004167536 Iteration: 14 ELBO: -99420.28 tau: 1.467093 beta: 18.11069 diff 0.00036201 Iteration: 15 ELBO: -99389.19 tau: 1.467267 beta: 20.41759 diff 0.0003126359 Iteration: 16 ELBO: -99362.58 tau: 1.46738 beta: 22.81081 diff 0.0002677862 Iteration: 17 ELBO: -99339.98 tau: 1.467435 beta: 25.26671 diff 0.0002274043 Iteration: 18 ELBO: -99320.94 tau: 1.467437 beta: 27.76217 diff 0.0001916676 Iteration: 19 ELBO: -99305 tau: 1.467391 beta: 30.27512 diff 0.000160552 Iteration: 20 ELBO: -99291.71 tau: 1.467306 beta: 32.78491 diff 0.0001337951 Iteration: 21 ELBO: -99280.69 tau: 1.467188 beta: 35.27275 diff 0.0001110062 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99911.58 tau: 1.49616 beta: 1.858612 diff Inf Iteration: 2 ELBO: -98982.17 tau: 1.501283 beta: 2.180213 diff 0.009302381 Iteration: 3 ELBO: -98670.44 tau: 1.509802 beta: 2.650273 diff 0.003149263 Iteration: 4 ELBO: -98466.21 tau: 1.516677 beta: 3.258757 diff 0.002069878 Iteration: 5 ELBO: -98323.23 tau: 1.520574 beta: 4.027268 diff 0.0014521 Iteration: 6 ELBO: -98214.6 tau: 1.522662 beta: 4.971803 diff 0.001104767 Iteration: 7 ELBO: -98127.79 tau: 1.523764 beta: 6.103496 diff 0.0008838662 Iteration: 8 ELBO: -98056.11 tau: 1.524314 beta: 7.43091 diff 0.000730492 Iteration: 9 ELBO: -97995.73 tau: 1.52454 beta: 8.959716 diff 0.0006158238 Iteration: 10 ELBO: -97944.33 tau: 1.524563 beta: 10.69168 diff 0.0005245016 Iteration: 11 ELBO: -97900.37 tau: 1.52445 beta: 12.62388 diff 0.0004487564 Iteration: 12 ELBO: -97862.74 tau: 1.524244 beta: 14.74856 diff 0.0003844465 Iteration: 13 ELBO: -97830.53 tau: 1.52397 beta: 17.0535 diff 0.0003291337 Iteration: 14 ELBO: -97803.01 tau: 1.523646 beta: 19.52283 diff 0.0002813057 Iteration: 15 ELBO: -97779.53 tau: 1.523282 beta: 22.13798 diff 0.000240004 Iteration: 16 ELBO: -97759.53 tau: 1.52289 beta: 24.87869 diff 0.0002045644 Iteration: 17 ELBO: -97742.48 tau: 1.522477 beta: 27.72401 diff 0.000174429 Iteration: 18 ELBO: -97727.91 tau: 1.52205 beta: 30.65326 diff 0.0001490482 Iteration: 19 ELBO: -97715.42 tau: 1.521616 beta: 33.64682 diff 0.0001278561 Iteration: 20 ELBO: -97704.64 tau: 1.521181 beta: 36.68678 diff 0.0001102845 After 21 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98529.01 tau: 1.549396 beta: 1.852634 diff Inf Iteration: 2 ELBO: -97610.66 tau: 1.555196 beta: 2.170696 diff 0.009320607 Iteration: 3 ELBO: -97328.97 tau: 1.562004 beta: 2.664745 diff 0.002885825 Iteration: 4 ELBO: -97135.2 tau: 1.567786 beta: 3.31268 diff 0.001990861 Iteration: 5 ELBO: -96990.18 tau: 1.571478 beta: 4.127375 diff 0.001493016 Iteration: 6 ELBO: -96874.95 tau: 1.573755 beta: 5.124531 diff 0.001188053 Iteration: 7 ELBO: -96779.18 tau: 1.57525 beta: 6.317828 diff 0.0009885269 Iteration: 8 ELBO: -96697.67 tau: 1.576302 beta: 7.718591 diff 0.0008422384 Iteration: 9 ELBO: -96627.84 tau: 1.577053 beta: 9.335787 diff 0.0007221624 Iteration: 10 ELBO: -96568.11 tau: 1.577553 beta: 11.17582 diff 0.0006181883 Iteration: 11 ELBO: -96517 tau: 1.57784 beta: 13.24176 diff 0.0005292301 Iteration: 12 ELBO: -96473.05 tau: 1.577964 beta: 15.53228 diff 0.0004553553 Iteration: 13 ELBO: -96434.96 tau: 1.577972 beta: 18.04115 diff 0.0003948068 Iteration: 14 ELBO: -96401.7 tau: 1.577906 beta: 20.75728 diff 0.0003448964 Iteration: 15 ELBO: -96372.49 tau: 1.577795 beta: 23.66509 diff 0.0003030102 Iteration: 16 ELBO: -96346.76 tau: 1.577655 beta: 26.7453 diff 0.0002669504 Iteration: 17 ELBO: -96324.12 tau: 1.577495 beta: 29.97591 diff 0.0002350532 Iteration: 18 ELBO: -96304.25 tau: 1.577316 beta: 33.33335 diff 0.0002062264 Iteration: 19 ELBO: -96286.93 tau: 1.577116 beta: 36.79345 diff 0.000179893 Iteration: 20 ELBO: -96271.92 tau: 1.576892 beta: 40.33235 diff 0.0001558588 Iteration: 21 ELBO: -96259.01 tau: 1.576645 beta: 43.9272 diff 0.0001341461 Iteration: 22 ELBO: -96247.95 tau: 1.576373 beta: 47.5567 diff 0.0001148362 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97123.96 tau: 1.603949 beta: 1.898735 diff Inf Iteration: 2 ELBO: -96202.59 tau: 1.609442 beta: 2.252864 diff 0.009486552 Iteration: 3 ELBO: -95901.88 tau: 1.617797 beta: 2.787039 diff 0.003125839 Iteration: 4 ELBO: -95697.69 tau: 1.624658 beta: 3.496867 diff 0.002129167 Iteration: 5 ELBO: -95546.36 tau: 1.628926 beta: 4.402196 diff 0.001581297 Iteration: 6 ELBO: -95425.97 tau: 1.631636 beta: 5.516152 diff 0.00125999 Iteration: 7 ELBO: -95327.1 tau: 1.633454 beta: 6.846966 diff 0.001036144 Iteration: 8 ELBO: -95245.16 tau: 1.634667 beta: 8.402648 diff 0.0008596005 Iteration: 9 ELBO: -95177.01 tau: 1.635415 beta: 10.19097 diff 0.000715523 Iteration: 10 ELBO: -95119.94 tau: 1.635813 beta: 12.2168 diff 0.0005995606 Iteration: 11 ELBO: -95071.73 tau: 1.635965 beta: 14.48023 diff 0.0005068064 Iteration: 12 ELBO: -95030.66 tau: 1.635948 beta: 16.97586 diff 0.0004319935 Iteration: 13 ELBO: -94995.44 tau: 1.635821 beta: 19.69267 diff 0.0003706455 Iteration: 14 ELBO: -94965.1 tau: 1.635623 beta: 22.61448 diff 0.0003194048 Iteration: 15 ELBO: -94938.9 tau: 1.635379 beta: 25.72078 diff 0.0002758808 Iteration: 16 ELBO: -94916.27 tau: 1.635104 beta: 28.98785 diff 0.0002384002 Iteration: 17 ELBO: -94896.73 tau: 1.634808 beta: 32.39003 diff 0.0002058087 Iteration: 18 ELBO: -94879.9 tau: 1.634495 beta: 35.90087 diff 0.0001773227 Iteration: 19 ELBO: -94865.44 tau: 1.634167 beta: 39.49429 diff 0.0001524069 Iteration: 20 ELBO: -94853.05 tau: 1.633827 beta: 43.14532 diff 0.000130674 Iteration: 21 ELBO: -94842.44 tau: 1.633477 beta: 46.83067 diff 0.000111811 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95710.21 tau: 1.662567 beta: 1.870115 diff Inf Iteration: 2 ELBO: -94778.51 tau: 1.668976 beta: 2.202007 diff 0.009734563 Iteration: 3 ELBO: -94488.05 tau: 1.677475 beta: 2.699809 diff 0.003064635 Iteration: 4 ELBO: -94300.55 tau: 1.683757 beta: 3.352598 diff 0.001984433 Iteration: 5 ELBO: -94164.9 tau: 1.687235 beta: 4.183389 diff 0.001438397 Iteration: 6 ELBO: -94058.3 tau: 1.689095 beta: 5.215834 diff 0.001132105 Iteration: 7 ELBO: -93970.92 tau: 1.690078 beta: 6.469578 diff 0.0009289538 Iteration: 8 ELBO: -93897.8 tau: 1.690548 beta: 7.959869 diff 0.0007781718 Iteration: 9 ELBO: -93835.9 tau: 1.690689 beta: 9.697389 diff 0.0006592299 Iteration: 10 ELBO: -93783.11 tau: 1.690608 beta: 11.68803 diff 0.0005625028 Iteration: 11 ELBO: -93737.84 tau: 1.690374 beta: 13.93272 diff 0.0004827432 Iteration: 12 ELBO: -93698.8 tau: 1.690036 beta: 16.42755 diff 0.0004164562 Iteration: 13 ELBO: -93664.99 tau: 1.689629 beta: 19.16418 diff 0.0003609121 Iteration: 14 ELBO: -93635.58 tau: 1.689179 beta: 22.13057 diff 0.0003139193 Iteration: 15 ELBO: -93609.95 tau: 1.688702 beta: 25.3118 diff 0.0002738072 Iteration: 16 ELBO: -93587.54 tau: 1.688208 beta: 28.69094 diff 0.0002393805 Iteration: 17 ELBO: -93567.9 tau: 1.687706 beta: 32.24959 diff 0.0002097973 Iteration: 18 ELBO: -93550.65 tau: 1.687203 beta: 35.96837 diff 0.0001844199 Iteration: 19 ELBO: -93535.43 tau: 1.686706 beta: 39.82707 diff 0.0001626994 Iteration: 20 ELBO: -93521.95 tau: 1.686219 beta: 43.80478 diff 0.0001441218 Iteration: 21 ELBO: -93509.96 tau: 1.685748 beta: 47.87998 diff 0.000128199 Iteration: 22 ELBO: -93499.25 tau: 1.685296 beta: 52.03065 diff 0.000114478 Iteration: 23 ELBO: -93489.66 tau: 1.684866 beta: 56.23454 diff 0.0001025545 After 24 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 512.868410 [SoftImpute] Iter 1: observed MAE=0.006670 rank=943 [SoftImpute] Iter 2: observed MAE=0.006579 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006580 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=943 [SoftImpute] Iter 7: observed MAE=0.006581 rank=941 [SoftImpute] Iter 8: observed MAE=0.006582 rank=941 [SoftImpute] Iter 9: observed MAE=0.006582 rank=939 [SoftImpute] Iter 10: observed MAE=0.006582 rank=938 [SoftImpute] Iter 11: observed MAE=0.006582 rank=936 [SoftImpute] Iter 12: observed MAE=0.006582 rank=935 [SoftImpute] Iter 13: observed MAE=0.006582 rank=933 [SoftImpute] Iter 14: observed MAE=0.006581 rank=930 [SoftImpute] Iter 15: observed MAE=0.006581 rank=928 [SoftImpute] Iter 16: observed MAE=0.006581 rank=927 [SoftImpute] Iter 17: observed MAE=0.006581 rank=926 [SoftImpute] Iter 18: observed MAE=0.006580 rank=923 [SoftImpute] Iter 19: observed MAE=0.006580 rank=922 [SoftImpute] Iter 20: observed MAE=0.006579 rank=920 [SoftImpute] Iter 21: observed MAE=0.006579 rank=918 [SoftImpute] Iter 22: observed MAE=0.006578 rank=916 [SoftImpute] Iter 23: observed MAE=0.006578 rank=912 [SoftImpute] Iter 24: observed MAE=0.006577 rank=909 [SoftImpute] Iter 25: observed MAE=0.006576 rank=908 [SoftImpute] Iter 26: observed MAE=0.006575 rank=906 [SoftImpute] Iter 27: observed MAE=0.006574 rank=904 [SoftImpute] Iter 28: observed MAE=0.006574 rank=902 [SoftImpute] Iter 29: observed MAE=0.006573 rank=900 [SoftImpute] Iter 30: observed MAE=0.006572 rank=897 [SoftImpute] Iter 31: observed MAE=0.006571 rank=895 [SoftImpute] Iter 32: observed MAE=0.006570 rank=893 [SoftImpute] Iter 33: observed MAE=0.006569 rank=891 [SoftImpute] Iter 34: observed MAE=0.006568 rank=889 [SoftImpute] Iter 35: observed MAE=0.006567 rank=888 [SoftImpute] Iter 36: observed MAE=0.006566 rank=886 [SoftImpute] Iter 37: observed MAE=0.006565 rank=884 [SoftImpute] Iter 38: observed MAE=0.006564 rank=882 [SoftImpute] Iter 39: observed MAE=0.006563 rank=880 [SoftImpute] Iter 40: observed MAE=0.006562 rank=877 [SoftImpute] Iter 41: observed MAE=0.006561 rank=875 [SoftImpute] Iter 42: observed MAE=0.006560 rank=874 [SoftImpute] Iter 43: observed MAE=0.006559 rank=872 [SoftImpute] Iter 44: observed MAE=0.006558 rank=870 [SoftImpute] Iter 45: observed MAE=0.006556 rank=868 [SoftImpute] Iter 46: observed MAE=0.006555 rank=866 [SoftImpute] Iter 47: observed MAE=0.006554 rank=863 [SoftImpute] Iter 48: observed MAE=0.006552 rank=861 [SoftImpute] Iter 49: observed MAE=0.006551 rank=860 [SoftImpute] Iter 50: observed MAE=0.006550 rank=858 [SoftImpute] Iter 51: observed MAE=0.006549 rank=856 [SoftImpute] Iter 52: observed MAE=0.006547 rank=853 [SoftImpute] Iter 53: observed MAE=0.006545 rank=851 [SoftImpute] Iter 54: observed MAE=0.006544 rank=850 [SoftImpute] Iter 55: observed MAE=0.006543 rank=848 [SoftImpute] Iter 56: observed MAE=0.006542 rank=847 [SoftImpute] Iter 57: observed MAE=0.006540 rank=843 [SoftImpute] Iter 58: observed MAE=0.006539 rank=842 [SoftImpute] Iter 59: observed MAE=0.006537 rank=841 [SoftImpute] Iter 60: observed MAE=0.006536 rank=839 [SoftImpute] Iter 61: observed MAE=0.006535 rank=838 [SoftImpute] Iter 62: observed MAE=0.006533 rank=835 [SoftImpute] Iter 63: observed MAE=0.006532 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1459 missing, elapsed time: 4.070 Imputing row 101/943 with 1627 missing, elapsed time: 5.552 Imputing row 201/943 with 1381 missing, elapsed time: 7.057 Imputing row 301/943 with 1459 missing, elapsed time: 8.547 Imputing row 401/943 with 1559 missing, elapsed time: 10.065 Imputing row 501/943 with 1621 missing, elapsed time: 11.613 Imputing row 601/943 with 1561 missing, elapsed time: 13.145 Imputing row 701/943 with 1655 missing, elapsed time: 14.640 Imputing row 801/943 with 1660 missing, elapsed time: 16.146 Imputing row 901/943 with 1579 missing, elapsed time: 17.658 [KNN] Warning: 26558/1586126 still missing after imputation, replacing with 0 ########### perturbation 29 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215286.3 tau: 0.08916779 beta: 0.05736068 diff Inf Iteration: 2 ELBO: -131046 tau: 0.7005065 beta: 0.09368468 diff 0.3912943 Iteration: 3 ELBO: -115533.6 tau: 1.077068 beta: 0.3544694 diff 0.1183734 Iteration: 4 ELBO: -113485.1 tau: 1.139557 beta: 0.7238944 diff 0.01773045 Iteration: 5 ELBO: -113029.5 tau: 1.150849 beta: 0.9742383 diff 0.004015088 Iteration: 6 ELBO: -112931.6 tau: 1.152479 beta: 1.115601 diff 0.0008658897 Iteration: 7 ELBO: -112911 tau: 1.152418 beta: 1.190657 diff 0.0001825537 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108907.4 tau: 1.192183 beta: 1.847381 diff Inf Iteration: 2 ELBO: -107954.5 tau: 1.199775 beta: 2.077105 diff 0.008749244 Iteration: 3 ELBO: -107583.8 tau: 1.209628 beta: 2.415666 diff 0.003433976 Iteration: 4 ELBO: -107239.3 tau: 1.220998 beta: 2.82686 diff 0.003202434 Iteration: 5 ELBO: -106825.4 tau: 1.235363 beta: 3.288759 diff 0.003859448 Iteration: 6 ELBO: -106390.2 tau: 1.250997 beta: 3.813475 diff 0.004073875 Iteration: 7 ELBO: -106096.2 tau: 1.261573 beta: 4.420356 diff 0.002763491 Iteration: 8 ELBO: -105949.5 tau: 1.266251 beta: 5.102546 diff 0.001382711 Iteration: 9 ELBO: -105872.9 tau: 1.267959 beta: 5.843661 diff 0.0007229721 Iteration: 10 ELBO: -105824.6 tau: 1.268539 beta: 6.630491 diff 0.0004564973 Iteration: 11 ELBO: -105789.2 tau: 1.268705 beta: 7.45425 diff 0.0003345821 Iteration: 12 ELBO: -105760.9 tau: 1.268708 beta: 8.308725 diff 0.0002667934 Iteration: 13 ELBO: -105737.5 tau: 1.268641 beta: 9.18882 diff 0.000221666 Iteration: 14 ELBO: -105717.7 tau: 1.268538 beta: 10.08948 diff 0.0001876477 Iteration: 15 ELBO: -105700.7 tau: 1.268418 beta: 11.00505 diff 0.0001600793 Iteration: 16 ELBO: -105686.3 tau: 1.268288 beta: 11.92907 diff 0.000136789 Iteration: 17 ELBO: -105674 tau: 1.268153 beta: 12.85456 diff 0.0001166493 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105471.1 tau: 1.299678 beta: 1.870126 diff Inf Iteration: 2 ELBO: -104512 tau: 1.305892 beta: 2.159204 diff 0.009093836 Iteration: 3 ELBO: -104184.4 tau: 1.314466 beta: 2.588066 diff 0.003134991 Iteration: 4 ELBO: -103958.6 tau: 1.321712 beta: 3.138674 diff 0.002166738 Iteration: 5 ELBO: -103792.9 tau: 1.326521 beta: 3.818733 diff 0.001593673 Iteration: 6 ELBO: -103661 tau: 1.329866 beta: 4.632322 diff 0.001270971 Iteration: 7 ELBO: -103552.7 tau: 1.332301 beta: 5.584505 diff 0.00104522 Iteration: 8 ELBO: -103463.9 tau: 1.33399 beta: 6.686355 diff 0.0008577037 Iteration: 9 ELBO: -103390 tau: 1.335116 beta: 7.948359 diff 0.0007138991 Iteration: 10 ELBO: -103327 tau: 1.335887 beta: 9.374904 diff 0.000609587 Iteration: 11 ELBO: -103272.6 tau: 1.336431 beta: 10.96504 diff 0.0005265856 Iteration: 12 ELBO: -103225.7 tau: 1.336797 beta: 12.71453 diff 0.0004533305 Iteration: 13 ELBO: -103185.7 tau: 1.337007 beta: 14.61703 diff 0.0003882741 Iteration: 14 ELBO: -103151.4 tau: 1.337088 beta: 16.66452 diff 0.0003324794 Iteration: 15 ELBO: -103121.9 tau: 1.337065 beta: 18.84736 diff 0.0002856875 Iteration: 16 ELBO: -103096.5 tau: 1.336965 beta: 21.15425 diff 0.0002466021 Iteration: 17 ELBO: -103074.4 tau: 1.336809 beta: 23.57225 diff 0.0002137438 Iteration: 18 ELBO: -103055.3 tau: 1.336614 beta: 26.08679 diff 0.0001858467 Iteration: 19 ELBO: -103038.6 tau: 1.336392 beta: 28.68174 diff 0.0001619237 Iteration: 20 ELBO: -103024 tau: 1.336155 beta: 31.3396 diff 0.000141221 Iteration: 21 ELBO: -103011.3 tau: 1.33591 beta: 34.04185 diff 0.0001231607 Iteration: 22 ELBO: -103000.3 tau: 1.335664 beta: 36.76947 diff 0.0001072941 After 23 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103608.1 tau: 1.36219 beta: 1.858449 diff Inf Iteration: 2 ELBO: -102652 tau: 1.36899 beta: 2.154853 diff 0.009227958 Iteration: 3 ELBO: -102345.4 tau: 1.377236 beta: 2.596906 diff 0.002986379 Iteration: 4 ELBO: -102146 tau: 1.383525 beta: 3.164908 diff 0.001948948 Iteration: 5 ELBO: -101998.5 tau: 1.387524 beta: 3.871102 diff 0.001443655 Iteration: 6 ELBO: -101878 tau: 1.390251 beta: 4.730266 diff 0.001181185 Iteration: 7 ELBO: -101773.3 tau: 1.392352 beta: 5.753338 diff 0.001028302 Iteration: 8 ELBO: -101678.6 tau: 1.394181 beta: 6.944988 diff 0.0009298459 Iteration: 9 ELBO: -101592 tau: 1.395893 beta: 8.302588 diff 0.0008520819 Iteration: 10 ELBO: -101513.2 tau: 1.397511 beta: 9.815477 diff 0.0007749676 Iteration: 11 ELBO: -101443.2 tau: 1.398994 beta: 11.46453 diff 0.0006905367 Iteration: 12 ELBO: -101382.5 tau: 1.400278 beta: 13.22424 diff 0.0005980418 Iteration: 13 ELBO: -101331.6 tau: 1.401311 beta: 15.06733 diff 0.0005020418 Iteration: 14 ELBO: -101289.9 tau: 1.402074 beta: 16.96889 diff 0.0004110607 Iteration: 15 ELBO: -101256.3 tau: 1.402595 beta: 18.90744 diff 0.0003323163 Iteration: 16 ELBO: -101229.2 tau: 1.402927 beta: 20.8641 diff 0.0002676489 Iteration: 17 ELBO: -101207.4 tau: 1.403116 beta: 22.82242 diff 0.0002147834 Iteration: 18 ELBO: -101190.1 tau: 1.40319 beta: 24.76898 diff 0.000171017 Iteration: 19 ELBO: -101176.4 tau: 1.403173 beta: 26.693 diff 0.000135253 Iteration: 20 ELBO: -101165.6 tau: 1.403086 beta: 28.58537 diff 0.0001070464 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101593.9 tau: 1.433261 beta: 1.853659 diff Inf Iteration: 2 ELBO: -100648.6 tau: 1.440346 beta: 2.148393 diff 0.009305086 Iteration: 3 ELBO: -100327.2 tau: 1.449297 beta: 2.596365 diff 0.003193537 Iteration: 4 ELBO: -100110 tau: 1.456606 beta: 3.176685 diff 0.002164944 Iteration: 5 ELBO: -99950.92 tau: 1.461451 beta: 3.898121 diff 0.001588601 Iteration: 6 ELBO: -99828.88 tau: 1.464546 beta: 4.768782 diff 0.001220958 Iteration: 7 ELBO: -99732.17 tau: 1.466493 beta: 5.794841 diff 0.0009687958 Iteration: 8 ELBO: -99653.53 tau: 1.4677 beta: 6.98092 diff 0.0007884763 Iteration: 9 ELBO: -99588.43 tau: 1.46842 beta: 8.330471 diff 0.0006532927 Iteration: 10 ELBO: -99533.9 tau: 1.468811 beta: 9.844344 diff 0.000547527 Iteration: 11 ELBO: -99487.93 tau: 1.468973 beta: 11.52015 diff 0.0004618787 Iteration: 12 ELBO: -99449.01 tau: 1.468971 beta: 13.35224 diff 0.0003911991 Iteration: 13 ELBO: -99415.96 tau: 1.468853 beta: 15.33167 diff 0.0003323641 Iteration: 14 ELBO: -99387.81 tau: 1.468654 beta: 17.44648 diff 0.000283101 Iteration: 15 ELBO: -99363.79 tau: 1.468399 beta: 19.68217 diff 0.0002416544 Iteration: 16 ELBO: -99343.26 tau: 1.468108 beta: 22.02221 diff 0.0002066298 Iteration: 17 ELBO: -99325.69 tau: 1.467794 beta: 24.44859 diff 0.0001768843 Iteration: 18 ELBO: -99310.65 tau: 1.467467 beta: 26.9424 diff 0.0001514724 Iteration: 19 ELBO: -99297.77 tau: 1.467134 beta: 29.48441 diff 0.0001296235 Iteration: 20 ELBO: -99286.78 tau: 1.4668 beta: 32.0557 diff 0.0001107307 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99937.65 tau: 1.495807 beta: 1.830627 diff Inf Iteration: 2 ELBO: -98977.61 tau: 1.502568 beta: 2.125966 diff 0.009606369 Iteration: 3 ELBO: -98667.61 tau: 1.511233 beta: 2.572496 diff 0.003132032 Iteration: 4 ELBO: -98474.4 tau: 1.517444 beta: 3.154694 diff 0.00195818 Iteration: 5 ELBO: -98339.37 tau: 1.520852 beta: 3.883565 diff 0.001371248 Iteration: 6 ELBO: -98234.03 tau: 1.522792 beta: 4.769527 diff 0.001071098 Iteration: 7 ELBO: -98147.16 tau: 1.523993 beta: 5.821913 diff 0.0008844033 Iteration: 8 ELBO: -98073.98 tau: 1.524745 beta: 7.049565 diff 0.0007455744 Iteration: 9 ELBO: -98011.77 tau: 1.525182 beta: 8.459909 diff 0.0006342717 Iteration: 10 ELBO: -97958.49 tau: 1.525392 beta: 10.05738 diff 0.0005436108 Iteration: 11 ELBO: -97912.5 tau: 1.525444 beta: 11.84236 diff 0.0004695582 Iteration: 12 ELBO: -97872.45 tau: 1.525392 beta: 13.81082 diff 0.0004089871 Iteration: 13 ELBO: -97837.27 tau: 1.525278 beta: 15.95458 diff 0.0003594191 Iteration: 14 ELBO: -97806.09 tau: 1.525134 beta: 18.26193 diff 0.0003187856 Iteration: 15 ELBO: -97778.19 tau: 1.52498 beta: 20.71856 diff 0.0002851848 Iteration: 16 ELBO: -97753.09 tau: 1.524826 beta: 23.30907 diff 0.0002567432 Iteration: 17 ELBO: -97730.44 tau: 1.524672 beta: 26.01862 diff 0.0002317067 Iteration: 18 ELBO: -97710.04 tau: 1.52451 beta: 28.83419 diff 0.0002087643 Iteration: 19 ELBO: -97691.73 tau: 1.524329 beta: 31.74489 diff 0.0001873241 Iteration: 20 ELBO: -97675.38 tau: 1.524122 beta: 34.74155 diff 0.0001674245 Iteration: 21 ELBO: -97660.79 tau: 1.523887 beta: 37.81612 diff 0.0001493512 Iteration: 22 ELBO: -97647.77 tau: 1.523625 beta: 40.96147 diff 0.0001333128 Iteration: 23 ELBO: -97636.12 tau: 1.52334 beta: 44.17148 diff 0.000119334 Iteration: 24 ELBO: -97625.64 tau: 1.523039 beta: 47.44112 diff 0.0001072887 After 25 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98485.25 tau: 1.550633 beta: 1.874854 diff Inf Iteration: 2 ELBO: -97561.28 tau: 1.556451 beta: 2.207708 diff 0.009381788 Iteration: 3 ELBO: -97267.93 tau: 1.564024 beta: 2.719547 diff 0.003006824 Iteration: 4 ELBO: -97074.88 tau: 1.570083 beta: 3.387493 diff 0.001984727 Iteration: 5 ELBO: -96933.57 tau: 1.573803 beta: 4.219124 diff 0.001455676 Iteration: 6 ELBO: -96821.22 tau: 1.576135 beta: 5.226184 diff 0.001159041 Iteration: 7 ELBO: -96728.64 tau: 1.577679 beta: 6.419331 diff 0.0009562127 Iteration: 8 ELBO: -96651.83 tau: 1.578688 beta: 7.807936 diff 0.0007940495 Iteration: 9 ELBO: -96588.27 tau: 1.579263 beta: 9.399709 diff 0.0006576419 Iteration: 10 ELBO: -96535.46 tau: 1.579501 beta: 11.19835 diff 0.0005467671 Iteration: 11 ELBO: -96491.26 tau: 1.579497 beta: 13.20248 diff 0.0004577923 Iteration: 12 ELBO: -96454.05 tau: 1.579326 beta: 15.40561 diff 0.0003856614 Iteration: 13 ELBO: -96422.55 tau: 1.579042 beta: 17.79657 diff 0.0003266054 Iteration: 14 ELBO: -96395.75 tau: 1.578684 beta: 20.36041 diff 0.0002778974 Iteration: 15 ELBO: -96372.86 tau: 1.578279 beta: 23.07945 diff 0.0002374976 Iteration: 16 ELBO: -96353.22 tau: 1.577845 beta: 25.93432 diff 0.0002038366 Iteration: 17 ELBO: -96336.29 tau: 1.577398 beta: 28.90489 diff 0.0001756741 Iteration: 18 ELBO: -96321.64 tau: 1.576946 beta: 31.97112 diff 0.0001520103 Iteration: 19 ELBO: -96308.93 tau: 1.576495 beta: 35.1137 diff 0.0001320311 Iteration: 20 ELBO: -96297.84 tau: 1.576051 beta: 38.31456 diff 0.0001150755 Iteration: 21 ELBO: -96288.16 tau: 1.575615 beta: 41.55721 diff 0.0001006115 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97154.93 tau: 1.60207 beta: 1.931119 diff Inf Iteration: 2 ELBO: -96260.25 tau: 1.605011 beta: 2.328523 diff 0.009208869 Iteration: 3 ELBO: -95964.73 tau: 1.612285 beta: 2.913305 diff 0.003069976 Iteration: 4 ELBO: -95754.39 tau: 1.619555 beta: 3.659017 diff 0.002191865 Iteration: 5 ELBO: -95598.12 tau: 1.624516 beta: 4.58163 diff 0.00163198 Iteration: 6 ELBO: -95475.6 tau: 1.627651 beta: 5.702403 diff 0.001281652 Iteration: 7 ELBO: -95375.35 tau: 1.629697 beta: 7.039093 diff 0.001049962 Iteration: 8 ELBO: -95291.65 tau: 1.631078 beta: 8.604122 diff 0.000877539 Iteration: 9 ELBO: -95221.39 tau: 1.632008 beta: 10.40303 diff 0.0007373772 Iteration: 10 ELBO: -95162.5 tau: 1.632598 beta: 12.43434 diff 0.0006184608 Iteration: 11 ELBO: -95113.32 tau: 1.632918 beta: 14.69086 diff 0.0005167899 Iteration: 12 ELBO: -95072.31 tau: 1.633019 beta: 17.16137 diff 0.0004311414 Iteration: 13 ELBO: -95038.03 tau: 1.632952 beta: 19.83152 diff 0.0003606173 Iteration: 14 ELBO: -95009.18 tau: 1.632764 beta: 22.68439 diff 0.0003035374 Iteration: 15 ELBO: -94984.71 tau: 1.632494 beta: 25.70093 diff 0.0002575779 Iteration: 16 ELBO: -94963.78 tau: 1.632172 beta: 28.86055 diff 0.0002203607 Iteration: 17 ELBO: -94945.75 tau: 1.63182 beta: 32.14187 diff 0.0001898556 Iteration: 18 ELBO: -94930.13 tau: 1.631453 beta: 35.52335 diff 0.0001644873 Iteration: 19 ELBO: -94916.55 tau: 1.63108 beta: 38.98385 diff 0.0001430846 Iteration: 20 ELBO: -94904.7 tau: 1.630706 beta: 42.50307 diff 0.000124791 Iteration: 21 ELBO: -94894.36 tau: 1.630334 beta: 46.06181 diff 0.0001089854 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95800.07 tau: 1.659097 beta: 1.859275 diff Inf Iteration: 2 ELBO: -94884.88 tau: 1.664827 beta: 2.199797 diff 0.00955311 Iteration: 3 ELBO: -94598.72 tau: 1.672174 beta: 2.728103 diff 0.003015825 Iteration: 4 ELBO: -94401.25 tau: 1.678558 beta: 3.421315 diff 0.002087475 Iteration: 5 ELBO: -94253.94 tau: 1.682629 beta: 4.297991 diff 0.001560406 Iteration: 6 ELBO: -94138.06 tau: 1.68499 beta: 5.38343 diff 0.001229461 Iteration: 7 ELBO: -94042.96 tau: 1.686351 beta: 6.699862 diff 0.00101027 Iteration: 8 ELBO: -93963.06 tau: 1.68713 beta: 8.265323 diff 0.0008495965 Iteration: 9 ELBO: -93895.27 tau: 1.687551 beta: 10.09233 diff 0.0007214776 Iteration: 10 ELBO: -93837.63 tau: 1.687733 beta: 12.18625 diff 0.0006138152 Iteration: 11 ELBO: -93788.76 tau: 1.687741 beta: 14.54512 diff 0.0005207901 Iteration: 12 ELBO: -93747.48 tau: 1.687613 beta: 17.15984 diff 0.0004401236 Iteration: 13 ELBO: -93712.73 tau: 1.687379 beta: 20.01387 diff 0.000370725 Iteration: 14 ELBO: -93683.55 tau: 1.687065 beta: 23.08386 diff 0.0003114181 Iteration: 15 ELBO: -93659.09 tau: 1.68669 beta: 26.34135 diff 0.0002610339 Iteration: 16 ELBO: -93638.63 tau: 1.686271 beta: 29.75478 diff 0.0002185084 Iteration: 17 ELBO: -93621.5 tau: 1.685821 beta: 33.2914 diff 0.0001828455 Iteration: 18 ELBO: -93607.17 tau: 1.685352 beta: 36.91901 diff 0.0001531027 Iteration: 19 ELBO: -93595.15 tau: 1.684872 beta: 40.60721 diff 0.0001284023 Iteration: 20 ELBO: -93585.05 tau: 1.684388 beta: 44.32843 diff 0.0001079471 After 21 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94512.81 tau: 1.713875 beta: 1.929282 diff Inf Iteration: 2 ELBO: -93608.25 tau: 1.718472 beta: 2.288671 diff 0.009570779 Iteration: 3 ELBO: -93318.13 tau: 1.725767 beta: 2.844065 diff 0.003099329 Iteration: 4 ELBO: -93116.98 tau: 1.732426 beta: 3.570042 diff 0.002155496 Iteration: 5 ELBO: -92963.92 tau: 1.737028 beta: 4.478857 diff 0.001643814 Iteration: 6 ELBO: -92842.08 tau: 1.740033 beta: 5.591298 diff 0.001310529 Iteration: 7 ELBO: -92742.77 tau: 1.741943 beta: 6.928199 diff 0.001069668 Iteration: 8 ELBO: -92660.32 tau: 1.743124 beta: 8.50675 diff 0.0008891001 Iteration: 9 ELBO: -92590.96 tau: 1.74382 beta: 10.33934 diff 0.0007484947 Iteration: 10 ELBO: -92532.24 tau: 1.744179 beta: 12.43342 diff 0.0006341586 Iteration: 11 ELBO: -92482.41 tau: 1.744291 beta: 14.79147 diff 0.0005385168 Iteration: 12 ELBO: -92440.09 tau: 1.744219 beta: 17.41068 diff 0.0004576523 Iteration: 13 ELBO: -92404.12 tau: 1.744007 beta: 20.28287 diff 0.0003890595 Iteration: 14 ELBO: -92373.56 tau: 1.743691 beta: 23.39474 diff 0.0003307624 Iteration: 15 ELBO: -92347.59 tau: 1.743298 beta: 26.72856 diff 0.0002811681 Iteration: 16 ELBO: -92325.52 tau: 1.74285 beta: 30.26327 diff 0.0002390202 Iteration: 17 ELBO: -92306.74 tau: 1.742364 beta: 33.97556 diff 0.0002033048 Iteration: 18 ELBO: -92290.76 tau: 1.741852 beta: 37.84094 diff 0.0001731524 Iteration: 19 ELBO: -92277.12 tau: 1.741325 beta: 41.83464 diff 0.0001477812 Iteration: 20 ELBO: -92265.45 tau: 1.740792 beta: 45.93228 diff 0.0001264796 Iteration: 21 ELBO: -92255.43 tau: 1.740261 beta: 50.11048 diff 0.0001086078 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93263.08 tau: 1.769061 beta: 1.906094 diff Inf Iteration: 2 ELBO: -92363.4 tau: 1.772546 beta: 2.283716 diff 0.009646659 Iteration: 3 ELBO: -92071.11 tau: 1.779684 beta: 2.863093 diff 0.003164555 Iteration: 4 ELBO: -91873.05 tau: 1.786199 beta: 3.626759 diff 0.002151236 Iteration: 5 ELBO: -91726.65 tau: 1.790317 beta: 4.596798 diff 0.001593479 Iteration: 6 ELBO: -91610.22 tau: 1.792747 beta: 5.803704 diff 0.001269313 Iteration: 7 ELBO: -91513.37 tau: 1.794212 beta: 7.277017 diff 0.00105719 Iteration: 8 ELBO: -91430.97 tau: 1.795128 beta: 9.04094 diff 0.0009003924 Iteration: 9 ELBO: -91360.23 tau: 1.795708 beta: 11.11212 diff 0.0007737439 Iteration: 10 ELBO: -91299.4 tau: 1.796059 beta: 13.49865 diff 0.0006657627 Iteration: 11 ELBO: -91247.23 tau: 1.796234 beta: 16.20016 diff 0.0005714688 Iteration: 12 ELBO: -91202.61 tau: 1.796262 beta: 19.20882 diff 0.0004889491 Iteration: 13 ELBO: -91164.56 tau: 1.796165 beta: 22.5108 diff 0.0004172409 Iteration: 14 ELBO: -91132.15 tau: 1.795961 beta: 26.08763 diff 0.0003555338 Iteration: 15 ELBO: -91104.53 tau: 1.79567 beta: 29.91736 diff 0.0003030497 Iteration: 16 ELBO: -91080.94 tau: 1.795311 beta: 33.97549 diff 0.0002589081 Iteration: 17 ELBO: -91060.72 tau: 1.794904 beta: 38.23571 diff 0.0002220506 Iteration: 18 ELBO: -91043.3 tau: 1.794466 beta: 42.67063 diff 0.0001913125 Iteration: 19 ELBO: -91028.23 tau: 1.794011 beta: 47.25233 diff 0.0001655533 Iteration: 20 ELBO: -91015.14 tau: 1.79355 beta: 51.95297 diff 0.0001437633 Iteration: 21 ELBO: -91003.75 tau: 1.793089 beta: 56.74537 diff 0.0001251195 Iteration: 22 ELBO: -90993.83 tau: 1.792633 beta: 61.60361 diff 0.0001089956 After 23 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 512.629529 [SoftImpute] Iter 1: observed MAE=0.006662 rank=943 [SoftImpute] Iter 2: observed MAE=0.006572 rank=943 [SoftImpute] Iter 3: observed MAE=0.006573 rank=943 [SoftImpute] Iter 4: observed MAE=0.006573 rank=943 [SoftImpute] Iter 5: observed MAE=0.006574 rank=943 [SoftImpute] Iter 6: observed MAE=0.006574 rank=942 [SoftImpute] Iter 7: observed MAE=0.006575 rank=941 [SoftImpute] Iter 8: observed MAE=0.006575 rank=940 [SoftImpute] Iter 9: observed MAE=0.006575 rank=939 [SoftImpute] Iter 10: observed MAE=0.006575 rank=938 [SoftImpute] Iter 11: observed MAE=0.006575 rank=936 [SoftImpute] Iter 12: observed MAE=0.006575 rank=935 [SoftImpute] Iter 13: observed MAE=0.006575 rank=932 [SoftImpute] Iter 14: observed MAE=0.006575 rank=931 [SoftImpute] Iter 15: observed MAE=0.006574 rank=929 [SoftImpute] Iter 16: observed MAE=0.006574 rank=927 [SoftImpute] Iter 17: observed MAE=0.006574 rank=925 [SoftImpute] Iter 18: observed MAE=0.006574 rank=924 [SoftImpute] Iter 19: observed MAE=0.006573 rank=921 [SoftImpute] Iter 20: observed MAE=0.006573 rank=920 [SoftImpute] Iter 21: observed MAE=0.006572 rank=917 [SoftImpute] Iter 22: observed MAE=0.006572 rank=916 [SoftImpute] Iter 23: observed MAE=0.006571 rank=914 [SoftImpute] Iter 24: observed MAE=0.006570 rank=911 [SoftImpute] Iter 25: observed MAE=0.006570 rank=909 [SoftImpute] Iter 26: observed MAE=0.006569 rank=908 [SoftImpute] Iter 27: observed MAE=0.006568 rank=904 [SoftImpute] Iter 28: observed MAE=0.006567 rank=903 [SoftImpute] Iter 29: observed MAE=0.006566 rank=900 [SoftImpute] Iter 30: observed MAE=0.006566 rank=899 [SoftImpute] Iter 31: observed MAE=0.006565 rank=897 [SoftImpute] Iter 32: observed MAE=0.006564 rank=894 [SoftImpute] Iter 33: observed MAE=0.006563 rank=892 [SoftImpute] Iter 34: observed MAE=0.006562 rank=890 [SoftImpute] Iter 35: observed MAE=0.006561 rank=888 [SoftImpute] Iter 36: observed MAE=0.006560 rank=885 [SoftImpute] Iter 37: observed MAE=0.006559 rank=884 [SoftImpute] Iter 38: observed MAE=0.006558 rank=882 [SoftImpute] Iter 39: observed MAE=0.006557 rank=880 [SoftImpute] Iter 40: observed MAE=0.006556 rank=879 [SoftImpute] Iter 41: observed MAE=0.006555 rank=876 [SoftImpute] Iter 42: observed MAE=0.006554 rank=875 [SoftImpute] Iter 43: observed MAE=0.006553 rank=873 [SoftImpute] Iter 44: observed MAE=0.006552 rank=870 [SoftImpute] Iter 45: observed MAE=0.006551 rank=869 [SoftImpute] Iter 46: observed MAE=0.006550 rank=867 [SoftImpute] Iter 47: observed MAE=0.006548 rank=865 [SoftImpute] Iter 48: observed MAE=0.006547 rank=862 [SoftImpute] Iter 49: observed MAE=0.006545 rank=859 [SoftImpute] Iter 50: observed MAE=0.006544 rank=858 [SoftImpute] Iter 51: observed MAE=0.006543 rank=856 [SoftImpute] Iter 52: observed MAE=0.006541 rank=854 [SoftImpute] Iter 53: observed MAE=0.006540 rank=852 [SoftImpute] Iter 54: observed MAE=0.006539 rank=851 [SoftImpute] Iter 55: observed MAE=0.006538 rank=850 [SoftImpute] Iter 56: observed MAE=0.006537 rank=848 [SoftImpute] Iter 57: observed MAE=0.006535 rank=846 [SoftImpute] Iter 58: observed MAE=0.006534 rank=843 [SoftImpute] Iter 59: observed MAE=0.006532 rank=841 [SoftImpute] Iter 60: observed MAE=0.006531 rank=838 [SoftImpute] Iter 61: observed MAE=0.006529 rank=837 [SoftImpute] Iter 62: observed MAE=0.006528 rank=836 [SoftImpute] Iter 63: observed MAE=0.006527 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1474 missing, elapsed time: 4.067 Imputing row 101/943 with 1624 missing, elapsed time: 5.564 Imputing row 201/943 with 1365 missing, elapsed time: 7.078 Imputing row 301/943 with 1465 missing, elapsed time: 8.567 Imputing row 401/943 with 1568 missing, elapsed time: 10.040 Imputing row 501/943 with 1629 missing, elapsed time: 11.526 Imputing row 601/943 with 1560 missing, elapsed time: 13.027 Imputing row 701/943 with 1653 missing, elapsed time: 14.521 Imputing row 801/943 with 1663 missing, elapsed time: 16.038 Imputing row 901/943 with 1582 missing, elapsed time: 17.533 [KNN] Warning: 35888/1586126 still missing after imputation, replacing with 0 ########### perturbation 30 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215991.5 tau: 0.08750315 beta: 0.06030336 diff Inf Iteration: 2 ELBO: -130432.5 tau: 0.7104175 beta: 0.099758 diff 0.3961222 Iteration: 3 ELBO: -114722.7 tau: 1.098711 beta: 0.3800217 diff 0.1204432 Iteration: 4 ELBO: -112823.5 tau: 1.158513 beta: 0.772938 diff 0.01655511 Iteration: 5 ELBO: -112415 tau: 1.168578 beta: 1.035664 diff 0.003620269 Iteration: 6 ELBO: -112328.1 tau: 1.169909 beta: 1.182653 diff 0.0007735963 Iteration: 7 ELBO: -112309.7 tau: 1.169791 beta: 1.260154 diff 0.0001634311 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108337.1 tau: 1.208874 beta: 1.881132 diff Inf Iteration: 2 ELBO: -107376 tau: 1.215849 beta: 2.131136 diff 0.008871411 Iteration: 3 ELBO: -106953.1 tau: 1.228176 beta: 2.456359 diff 0.00393808 Iteration: 4 ELBO: -106497.3 tau: 1.244608 beta: 2.83312 diff 0.00426214 Iteration: 5 ELBO: -105993.2 tau: 1.263001 beta: 3.311249 diff 0.004733595 Iteration: 6 ELBO: -105613.6 tau: 1.276836 beta: 3.916168 diff 0.003581257 Iteration: 7 ELBO: -105420.3 tau: 1.283431 beta: 4.604698 diff 0.001829558 Iteration: 8 ELBO: -105326.9 tau: 1.285838 beta: 5.341435 diff 0.0008861084 Iteration: 9 ELBO: -105272 tau: 1.286619 beta: 6.118163 diff 0.0005217874 Iteration: 10 ELBO: -105232.6 tau: 1.286823 beta: 6.934661 diff 0.000373711 Iteration: 11 ELBO: -105201.1 tau: 1.286821 beta: 7.790511 diff 0.0003000509 Iteration: 12 ELBO: -105174.4 tau: 1.286742 beta: 8.683458 diff 0.0002532872 Iteration: 13 ELBO: -105151.5 tau: 1.286631 beta: 9.609318 diff 0.0002176715 Iteration: 14 ELBO: -105131.8 tau: 1.286505 beta: 10.56232 diff 0.0001877995 Iteration: 15 ELBO: -105114.8 tau: 1.28637 beta: 11.53552 diff 0.0001617399 Iteration: 16 ELBO: -105100.2 tau: 1.28623 beta: 12.52124 diff 0.0001387468 Iteration: 17 ELBO: -105087.7 tau: 1.286087 beta: 13.51145 diff 0.0001184668 Iteration: 18 ELBO: -105077.2 tau: 1.285942 beta: 14.49812 diff 0.0001006662 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -104930.9 tau: 1.317042 beta: 1.895543 diff Inf Iteration: 2 ELBO: -103985.8 tau: 1.322388 beta: 2.215324 diff 0.009007087 Iteration: 3 ELBO: -103648.6 tau: 1.331617 beta: 2.663103 diff 0.003242593 Iteration: 4 ELBO: -103405.3 tau: 1.340277 beta: 3.20569 diff 0.002346937 Iteration: 5 ELBO: -103229 tau: 1.346114 beta: 3.858954 diff 0.001704655 Iteration: 6 ELBO: -103093.3 tau: 1.349908 beta: 4.638605 diff 0.001315087 Iteration: 7 ELBO: -102981.6 tau: 1.35255 beta: 5.555995 diff 0.001083753 Iteration: 8 ELBO: -102886.2 tau: 1.35452 beta: 6.618891 diff 0.0009262154 Iteration: 9 ELBO: -102804.4 tau: 1.356004 beta: 7.83398 diff 0.0007946098 Iteration: 10 ELBO: -102735.2 tau: 1.357065 beta: 9.205625 diff 0.0006737493 Iteration: 11 ELBO: -102677.3 tau: 1.357767 beta: 10.7307 diff 0.0005628234 Iteration: 12 ELBO: -102630.1 tau: 1.358171 beta: 12.39747 diff 0.0004601096 Iteration: 13 ELBO: -102592.4 tau: 1.358322 beta: 14.18918 diff 0.0003674889 Iteration: 14 ELBO: -102562.6 tau: 1.35827 beta: 16.08769 diff 0.0002900257 Iteration: 15 ELBO: -102539 tau: 1.358075 beta: 18.07489 diff 0.0002300097 Iteration: 16 ELBO: -102520.1 tau: 1.357791 beta: 20.13315 diff 0.0001850643 Iteration: 17 ELBO: -102504.6 tau: 1.357458 beta: 22.24538 diff 0.0001511857 Iteration: 18 ELBO: -102491.7 tau: 1.357099 beta: 24.39531 diff 0.0001250504 Iteration: 19 ELBO: -102481 tau: 1.356731 beta: 26.56754 diff 0.0001043993 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -102963.1 tau: 1.384283 beta: 1.864715 diff Inf Iteration: 2 ELBO: -101999.2 tau: 1.391226 beta: 2.158042 diff 0.009361564 Iteration: 3 ELBO: -101679.6 tau: 1.400607 beta: 2.583572 diff 0.00313358 Iteration: 4 ELBO: -101483.7 tau: 1.407234 beta: 3.130527 diff 0.001926641 Iteration: 5 ELBO: -101348.7 tau: 1.410883 beta: 3.81081 diff 0.001330037 Iteration: 6 ELBO: -101243.5 tau: 1.413042 beta: 4.632449 diff 0.001038005 Iteration: 7 ELBO: -101156.3 tau: 1.41447 beta: 5.600714 diff 0.0008611024 Iteration: 8 ELBO: -101082.5 tau: 1.415461 beta: 6.718653 diff 0.0007298972 Iteration: 9 ELBO: -101019.6 tau: 1.416141 beta: 7.986099 diff 0.0006227579 Iteration: 10 ELBO: -100965.5 tau: 1.416596 beta: 9.398838 diff 0.0005349897 Iteration: 11 ELBO: -100918.7 tau: 1.416894 beta: 10.94877 diff 0.0004633638 Iteration: 12 ELBO: -100878.1 tau: 1.417081 beta: 12.62468 diff 0.0004030437 Iteration: 13 ELBO: -100842.8 tau: 1.41718 beta: 14.4132 diff 0.0003499533 Iteration: 14 ELBO: -100812.2 tau: 1.417203 beta: 16.29926 diff 0.0003027747 Iteration: 15 ELBO: -100785.9 tau: 1.417164 beta: 18.26634 diff 0.0002616017 Iteration: 16 ELBO: -100763.1 tau: 1.417078 beta: 20.29729 diff 0.0002262254 Iteration: 17 ELBO: -100743.3 tau: 1.416959 beta: 22.37538 diff 0.0001961047 Iteration: 18 ELBO: -100726.1 tau: 1.416815 beta: 24.48497 diff 0.0001706536 Iteration: 19 ELBO: -100711.1 tau: 1.416655 beta: 26.61171 diff 0.0001492236 Iteration: 20 ELBO: -100697.9 tau: 1.416486 beta: 28.74257 diff 0.0001310753 Iteration: 21 ELBO: -100686.2 tau: 1.416312 beta: 30.86596 diff 0.0001154723 Iteration: 22 ELBO: -100676 tau: 1.416136 beta: 32.97193 diff 0.0001018005 After 23 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101290.1 tau: 1.444449 beta: 1.842888 diff Inf Iteration: 2 ELBO: -100338.4 tau: 1.451987 beta: 2.129862 diff 0.009395545 Iteration: 3 ELBO: -100033 tau: 1.460387 beta: 2.578769 diff 0.003044135 Iteration: 4 ELBO: -99827.59 tau: 1.466997 beta: 3.168754 diff 0.002052962 Iteration: 5 ELBO: -99670.51 tau: 1.471523 beta: 3.903947 diff 0.00157354 Iteration: 6 ELBO: -99543.05 tau: 1.474713 beta: 4.792823 diff 0.001278786 Iteration: 7 ELBO: -99437.48 tau: 1.476995 beta: 5.845054 diff 0.0010606 Iteration: 8 ELBO: -99349.31 tau: 1.478604 beta: 7.069194 diff 0.0008866275 Iteration: 9 ELBO: -99275.08 tau: 1.479714 beta: 8.470749 diff 0.0007472181 Iteration: 10 ELBO: -99212.09 tau: 1.480462 beta: 10.05141 diff 0.0006344862 Iteration: 11 ELBO: -99158.26 tau: 1.480955 beta: 11.80865 diff 0.0005425064 Iteration: 12 ELBO: -99111.94 tau: 1.481274 beta: 13.73503 diff 0.0004672096 Iteration: 13 ELBO: -99071.86 tau: 1.481483 beta: 15.81725 diff 0.0004043879 Iteration: 14 ELBO: -99037.17 tau: 1.481619 beta: 18.03609 diff 0.0003500744 Iteration: 15 ELBO: -99007.29 tau: 1.481701 beta: 20.36776 diff 0.0003017186 Iteration: 16 ELBO: -98981.68 tau: 1.481735 beta: 22.78588 diff 0.0002587239 Iteration: 17 ELBO: -98959.75 tau: 1.48173 beta: 25.2629 diff 0.0002215514 Iteration: 18 ELBO: -98940.9 tau: 1.481698 beta: 27.77095 diff 0.0001904853 Iteration: 19 ELBO: -98924.56 tau: 1.481654 beta: 30.28254 diff 0.0001651681 Iteration: 20 ELBO: -98910.24 tau: 1.481611 beta: 32.77176 diff 0.0001446772 Iteration: 21 ELBO: -98897.61 tau: 1.481576 beta: 35.21575 diff 0.0001277537 Iteration: 22 ELBO: -98886.42 tau: 1.481549 beta: 37.59618 diff 0.0001130893 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99524.51 tau: 1.511573 beta: 1.827165 diff Inf Iteration: 2 ELBO: -98565.22 tau: 1.5185 beta: 2.124178 diff 0.009638711 Iteration: 3 ELBO: -98271.09 tau: 1.52629 beta: 2.587349 diff 0.002984066 Iteration: 4 ELBO: -98087.47 tau: 1.531727 beta: 3.199581 diff 0.001868585 Iteration: 5 ELBO: -97955.31 tau: 1.534744 beta: 3.970974 diff 0.001347291 Iteration: 6 ELBO: -97850.04 tau: 1.536488 beta: 4.911147 diff 0.001074729 Iteration: 7 ELBO: -97761.47 tau: 1.537633 beta: 6.027012 diff 0.0009051698 Iteration: 8 ELBO: -97685.31 tau: 1.538458 beta: 7.323586 diff 0.0007790104 Iteration: 9 ELBO: -97619.33 tau: 1.539068 beta: 8.805039 diff 0.0006753925 Iteration: 10 ELBO: -97561.87 tau: 1.539508 beta: 10.47439 diff 0.000588658 Iteration: 11 ELBO: -97511.51 tau: 1.539809 beta: 12.33275 diff 0.0005161392 Iteration: 12 ELBO: -97467.13 tau: 1.539997 beta: 14.3793 diff 0.0004551759 Iteration: 13 ELBO: -97427.78 tau: 1.540089 beta: 16.61136 diff 0.0004036814 Iteration: 14 ELBO: -97392.68 tau: 1.540104 beta: 19.02412 diff 0.0003603132 Iteration: 15 ELBO: -97361.11 tau: 1.540064 beta: 21.60998 diff 0.0003240909 Iteration: 16 ELBO: -97332.5 tau: 1.539991 beta: 24.35789 diff 0.0002939228 Iteration: 17 ELBO: -97306.37 tau: 1.539907 beta: 27.2531 diff 0.0002684764 Iteration: 18 ELBO: -97282.4 tau: 1.539829 beta: 30.27714 diff 0.0002463406 Iteration: 19 ELBO: -97260.39 tau: 1.539766 beta: 33.408 diff 0.0002261625 Iteration: 20 ELBO: -97240.29 tau: 1.539721 beta: 36.62072 diff 0.0002067314 Iteration: 21 ELBO: -97222.09 tau: 1.539689 beta: 39.88882 diff 0.000187132 Iteration: 22 ELBO: -97205.86 tau: 1.539659 beta: 43.1862 diff 0.0001669523 Iteration: 23 ELBO: -97191.63 tau: 1.539617 beta: 46.48901 diff 0.0001464125 Iteration: 24 ELBO: -97179.36 tau: 1.539552 beta: 49.77667 diff 0.0001262429 Iteration: 25 ELBO: -97168.93 tau: 1.539456 beta: 53.03214 diff 0.0001073302 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98062.09 tau: 1.567224 beta: 1.876807 diff Inf Iteration: 2 ELBO: -97140.93 tau: 1.573151 beta: 2.205615 diff 0.009393623 Iteration: 3 ELBO: -96852.77 tau: 1.580528 beta: 2.701345 diff 0.002966387 Iteration: 4 ELBO: -96657.56 tau: 1.5867 beta: 3.339255 diff 0.002015627 Iteration: 5 ELBO: -96513.04 tau: 1.59066 beta: 4.129709 diff 0.001495143 Iteration: 6 ELBO: -96399.02 tau: 1.593164 beta: 5.086375 diff 0.001181344 Iteration: 7 ELBO: -96305.9 tau: 1.594783 beta: 6.222049 diff 0.0009660484 Iteration: 8 ELBO: -96228.81 tau: 1.595806 beta: 7.547797 diff 0.0008003979 Iteration: 9 ELBO: -96164.71 tau: 1.596395 beta: 9.070877 diff 0.0006661614 Iteration: 10 ELBO: -96111.25 tau: 1.596663 beta: 10.79341 diff 0.0005558983 Iteration: 11 ELBO: -96066.56 tau: 1.59669 beta: 12.71245 diff 0.0004650086 Iteration: 12 ELBO: -96029.09 tau: 1.596537 beta: 14.82087 diff 0.0003900398 Iteration: 13 ELBO: -95997.56 tau: 1.596251 beta: 17.10853 diff 0.0003283332 Iteration: 14 ELBO: -95970.9 tau: 1.595866 beta: 19.56328 diff 0.0002777502 Iteration: 15 ELBO: -95948.21 tau: 1.595413 beta: 22.17179 diff 0.0002364351 Iteration: 16 ELBO: -95928.76 tau: 1.594915 beta: 24.92005 diff 0.0002027217 Iteration: 17 ELBO: -95911.95 tau: 1.594391 beta: 27.79376 diff 0.0001751477 Iteration: 18 ELBO: -95897.33 tau: 1.593856 beta: 30.77862 diff 0.0001524842 Iteration: 19 ELBO: -95884.5 tau: 1.593322 beta: 33.86047 diff 0.0001337354 Iteration: 20 ELBO: -95873.18 tau: 1.592795 beta: 37.02533 diff 0.0001181093 Iteration: 21 ELBO: -95863.11 tau: 1.592283 beta: 40.25936 diff 0.0001049774 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96727.47 tau: 1.620367 beta: 1.886954 diff Inf Iteration: 2 ELBO: -95830.61 tau: 1.625445 beta: 2.232679 diff 0.009272024 Iteration: 3 ELBO: -95539.87 tau: 1.633068 beta: 2.742728 diff 0.003033881 Iteration: 4 ELBO: -95338.04 tau: 1.639911 beta: 3.390668 diff 0.002112525 Iteration: 5 ELBO: -95187.03 tau: 1.644503 beta: 4.189464 diff 0.001583961 Iteration: 6 ELBO: -95069.25 tau: 1.647381 beta: 5.156868 diff 0.001237335 Iteration: 7 ELBO: -94975.1 tau: 1.64912 beta: 6.308969 diff 0.0009903181 Iteration: 8 ELBO: -94898.18 tau: 1.650122 beta: 7.657959 diff 0.0008099749 Iteration: 9 ELBO: -94834.18 tau: 1.650658 beta: 9.210642 diff 0.0006743817 Iteration: 10 ELBO: -94780.39 tau: 1.650888 beta: 10.96809 diff 0.0005672429 Iteration: 11 ELBO: -94734.96 tau: 1.650906 beta: 12.92623 diff 0.0004792619 Iteration: 12 ELBO: -94696.53 tau: 1.650765 beta: 15.07746 diff 0.0004056987 Iteration: 13 ELBO: -94663.95 tau: 1.6505 beta: 17.41162 diff 0.0003440596 Iteration: 14 ELBO: -94636.24 tau: 1.650142 beta: 19.91589 diff 0.0002926455 Iteration: 15 ELBO: -94612.61 tau: 1.64972 beta: 22.57461 diff 0.0002497083 Iteration: 16 ELBO: -94592.4 tau: 1.649258 beta: 25.36979 diff 0.0002136043 Iteration: 17 ELBO: -94575.09 tau: 1.64877 beta: 28.28215 diff 0.000183061 Iteration: 18 ELBO: -94560.22 tau: 1.648268 beta: 31.29223 diff 0.0001571938 Iteration: 19 ELBO: -94547.42 tau: 1.647761 beta: 34.38146 diff 0.0001353805 Iteration: 20 ELBO: -94536.34 tau: 1.647253 beta: 37.53299 diff 0.0001171209 Iteration: 21 ELBO: -94526.71 tau: 1.646749 beta: 40.73222 diff 0.0001019586 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95405.87 tau: 1.675423 beta: 1.874567 diff Inf Iteration: 2 ELBO: -94504.51 tau: 1.680127 beta: 2.222325 diff 0.009447593 Iteration: 3 ELBO: -94212.62 tau: 1.687767 beta: 2.747782 diff 0.003088625 Iteration: 4 ELBO: -94014.41 tau: 1.694491 beta: 3.427131 diff 0.002103914 Iteration: 5 ELBO: -93866.88 tau: 1.698906 beta: 4.271333 diff 0.001569176 Iteration: 6 ELBO: -93749.5 tau: 1.701742 beta: 5.296147 diff 0.001250543 Iteration: 7 ELBO: -93652.83 tau: 1.703609 beta: 6.516044 diff 0.001031113 Iteration: 8 ELBO: -93572.01 tau: 1.704832 beta: 7.944118 diff 0.0008629195 Iteration: 9 ELBO: -93503.84 tau: 1.705594 beta: 9.591613 diff 0.0007285583 Iteration: 10 ELBO: -93445.88 tau: 1.706024 beta: 11.46664 diff 0.0006198336 Iteration: 11 ELBO: -93396.3 tau: 1.706217 beta: 13.57207 diff 0.000530593 Iteration: 12 ELBO: -93353.81 tau: 1.706246 beta: 15.90376 diff 0.0004549849 Iteration: 13 ELBO: -93317.55 tau: 1.706149 beta: 18.4506 diff 0.0003883821 Iteration: 14 ELBO: -93286.85 tau: 1.705944 beta: 21.19636 diff 0.0003290197 Iteration: 15 ELBO: -93260.99 tau: 1.705643 beta: 24.12138 diff 0.0002772256 Iteration: 16 ELBO: -93239.23 tau: 1.705267 beta: 27.204 diff 0.0002332541 Iteration: 17 ELBO: -93220.91 tau: 1.704836 beta: 30.422 diff 0.0001965631 Iteration: 18 ELBO: -93205.41 tau: 1.704369 beta: 33.75385 diff 0.0001662056 Iteration: 19 ELBO: -93192.25 tau: 1.70388 beta: 37.17959 diff 0.0001411957 Iteration: 20 ELBO: -93181.01 tau: 1.70338 beta: 40.68134 diff 0.0001206411 Iteration: 21 ELBO: -93171.34 tau: 1.702878 beta: 44.24361 diff 0.0001037709 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94064.3 tau: 1.733622 beta: 1.915416 diff Inf Iteration: 2 ELBO: -93143.47 tau: 1.739466 beta: 2.272071 diff 0.009789286 Iteration: 3 ELBO: -92871.22 tau: 1.746223 beta: 2.836551 diff 0.002922971 Iteration: 4 ELBO: -92691.8 tau: 1.751341 beta: 3.592236 diff 0.001931909 Iteration: 5 ELBO: -92555.71 tau: 1.754393 beta: 4.559665 diff 0.001468163 Iteration: 6 ELBO: -92444.29 tau: 1.756218 beta: 5.768589 diff 0.001203838 Iteration: 7 ELBO: -92350.03 tau: 1.757332 beta: 7.251027 diff 0.001019631 Iteration: 8 ELBO: -92269.27 tau: 1.757993 beta: 9.037842 diff 0.0008744769 Iteration: 9 ELBO: -92199.74 tau: 1.758341 beta: 11.15616 diff 0.0007536317 Iteration: 10 ELBO: -92139.73 tau: 1.758466 beta: 13.62736 diff 0.0006508631 Iteration: 11 ELBO: -92087.88 tau: 1.758427 beta: 16.46563 diff 0.0005627006 Iteration: 12 ELBO: -92043.06 tau: 1.758269 beta: 19.6771 diff 0.0004866938 Iteration: 13 ELBO: -92004.32 tau: 1.758021 beta: 23.25956 diff 0.0004208827 Iteration: 14 ELBO: -91970.86 tau: 1.757705 beta: 27.20292 diff 0.0003636429 Iteration: 15 ELBO: -91942.01 tau: 1.757336 beta: 31.4907 diff 0.0003137079 Iteration: 16 ELBO: -91917.17 tau: 1.756921 beta: 36.10207 diff 0.0002702067 Iteration: 17 ELBO: -91895.79 tau: 1.756467 beta: 41.0138 diff 0.0002325543 Iteration: 18 ELBO: -91877.39 tau: 1.755979 beta: 46.20185 diff 0.0002002465 Iteration: 19 ELBO: -91861.52 tau: 1.755466 beta: 51.64248 diff 0.0001727396 Iteration: 20 ELBO: -91847.79 tau: 1.754932 beta: 57.31317 diff 0.0001494535 Iteration: 21 ELBO: -91835.87 tau: 1.754385 beta: 63.19342 diff 0.0001298155 Iteration: 22 ELBO: -91825.46 tau: 1.75383 beta: 69.26524 diff 0.0001132884 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.090172 [SoftImpute] Iter 1: observed MAE=0.006665 rank=943 [SoftImpute] Iter 2: observed MAE=0.006574 rank=943 [SoftImpute] Iter 3: observed MAE=0.006574 rank=943 [SoftImpute] Iter 4: observed MAE=0.006575 rank=943 [SoftImpute] Iter 5: observed MAE=0.006575 rank=943 [SoftImpute] Iter 6: observed MAE=0.006576 rank=943 [SoftImpute] Iter 7: observed MAE=0.006576 rank=942 [SoftImpute] Iter 8: observed MAE=0.006576 rank=942 [SoftImpute] Iter 9: observed MAE=0.006577 rank=942 [SoftImpute] Iter 10: observed MAE=0.006577 rank=940 [SoftImpute] Iter 11: observed MAE=0.006577 rank=938 [SoftImpute] Iter 12: observed MAE=0.006577 rank=936 [SoftImpute] Iter 13: observed MAE=0.006576 rank=933 [SoftImpute] Iter 14: observed MAE=0.006576 rank=932 [SoftImpute] Iter 15: observed MAE=0.006576 rank=930 [SoftImpute] Iter 16: observed MAE=0.006576 rank=929 [SoftImpute] Iter 17: observed MAE=0.006575 rank=926 [SoftImpute] Iter 18: observed MAE=0.006575 rank=925 [SoftImpute] Iter 19: observed MAE=0.006574 rank=923 [SoftImpute] Iter 20: observed MAE=0.006574 rank=921 [SoftImpute] Iter 21: observed MAE=0.006574 rank=919 [SoftImpute] Iter 22: observed MAE=0.006573 rank=917 [SoftImpute] Iter 23: observed MAE=0.006572 rank=914 [SoftImpute] Iter 24: observed MAE=0.006572 rank=911 [SoftImpute] Iter 25: observed MAE=0.006571 rank=909 [SoftImpute] Iter 26: observed MAE=0.006570 rank=908 [SoftImpute] Iter 27: observed MAE=0.006569 rank=906 [SoftImpute] Iter 28: observed MAE=0.006568 rank=903 [SoftImpute] Iter 29: observed MAE=0.006568 rank=902 [SoftImpute] Iter 30: observed MAE=0.006567 rank=900 [SoftImpute] Iter 31: observed MAE=0.006566 rank=897 [SoftImpute] Iter 32: observed MAE=0.006565 rank=895 [SoftImpute] Iter 33: observed MAE=0.006564 rank=893 [SoftImpute] Iter 34: observed MAE=0.006563 rank=891 [SoftImpute] Iter 35: observed MAE=0.006562 rank=889 [SoftImpute] Iter 36: observed MAE=0.006561 rank=887 [SoftImpute] Iter 37: observed MAE=0.006560 rank=885 [SoftImpute] Iter 38: observed MAE=0.006559 rank=883 [SoftImpute] Iter 39: observed MAE=0.006557 rank=880 [SoftImpute] Iter 40: observed MAE=0.006556 rank=878 [SoftImpute] Iter 41: observed MAE=0.006555 rank=876 [SoftImpute] Iter 42: observed MAE=0.006554 rank=875 [SoftImpute] Iter 43: observed MAE=0.006553 rank=873 [SoftImpute] Iter 44: observed MAE=0.006552 rank=871 [SoftImpute] Iter 45: observed MAE=0.006551 rank=870 [SoftImpute] Iter 46: observed MAE=0.006549 rank=866 [SoftImpute] Iter 47: observed MAE=0.006548 rank=864 [SoftImpute] Iter 48: observed MAE=0.006546 rank=863 [SoftImpute] Iter 49: observed MAE=0.006545 rank=861 [SoftImpute] Iter 50: observed MAE=0.006544 rank=858 [SoftImpute] Iter 51: observed MAE=0.006543 rank=857 [SoftImpute] Iter 52: observed MAE=0.006541 rank=855 [SoftImpute] Iter 53: observed MAE=0.006540 rank=853 [SoftImpute] Iter 54: observed MAE=0.006539 rank=852 [SoftImpute] Iter 55: observed MAE=0.006537 rank=849 [SoftImpute] Iter 56: observed MAE=0.006536 rank=847 [SoftImpute] Iter 57: observed MAE=0.006535 rank=845 [SoftImpute] Iter 58: observed MAE=0.006533 rank=844 [SoftImpute] Iter 59: observed MAE=0.006532 rank=842 [SoftImpute] Iter 60: observed MAE=0.006530 rank=840 [SoftImpute] Iter 61: observed MAE=0.006529 rank=837 [SoftImpute] Iter 62: observed MAE=0.006527 rank=836 [SoftImpute] Iter 63: observed MAE=0.006526 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1464 missing, elapsed time: 4.089 Imputing row 101/943 with 1635 missing, elapsed time: 5.616 Imputing row 201/943 with 1383 missing, elapsed time: 7.265 Imputing row 301/943 with 1466 missing, elapsed time: 8.851 Imputing row 401/943 with 1565 missing, elapsed time: 10.327 Imputing row 501/943 with 1623 missing, elapsed time: 11.819 Imputing row 601/943 with 1568 missing, elapsed time: 13.337 Imputing row 701/943 with 1655 missing, elapsed time: 14.837 Imputing row 801/943 with 1660 missing, elapsed time: 16.349 Imputing row 901/943 with 1581 missing, elapsed time: 17.859 [KNN] Warning: 32227/1586126 still missing after imputation, replacing with 0 ########### perturbation 31 start ############ Preprocessing data... 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215423.5 tau: 0.08883503 beta: 0.0597935 diff Inf Iteration: 2 ELBO: -129788.2 tau: 0.7221065 beta: 0.1035517 diff 0.3975209 Iteration: 3 ELBO: -114930 tau: 1.093012 beta: 0.3982723 diff 0.1144804 Iteration: 4 ELBO: -113149.3 tau: 1.148546 beta: 0.7983633 diff 0.01549347 Iteration: 5 ELBO: -112762.5 tau: 1.157821 beta: 1.064706 diff 0.003418788 Iteration: 6 ELBO: -112680.3 tau: 1.158992 beta: 1.214426 diff 0.0007287234 Iteration: 7 ELBO: -112663 tau: 1.158844 beta: 1.293797 diff 0.0001539095 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108705.5 tau: 1.197948 beta: 1.870279 diff Inf Iteration: 2 ELBO: -107776.1 tau: 1.203717 beta: 2.141091 diff 0.008550115 Iteration: 3 ELBO: -107392.5 tau: 1.213632 beta: 2.516535 diff 0.003558654 Iteration: 4 ELBO: -106942 tau: 1.229554 beta: 2.898788 diff 0.004195115 Iteration: 5 ELBO: -106409.9 tau: 1.249527 beta: 3.326317 diff 0.004975569 Iteration: 6 ELBO: -106047.7 tau: 1.262846 beta: 3.889813 diff 0.003404243 Iteration: 7 ELBO: -105850.8 tau: 1.269264 beta: 4.559113 diff 0.00185614 Iteration: 8 ELBO: -105740.8 tau: 1.272151 beta: 5.297942 diff 0.001039645 Iteration: 9 ELBO: -105671.4 tau: 1.273444 beta: 6.087986 diff 0.0006564496 Iteration: 10 ELBO: -105620.9 tau: 1.274103 beta: 6.920127 diff 0.0004778813 Iteration: 11 ELBO: -105581.5 tau: 1.274452 beta: 7.79159 diff 0.0003728573 Iteration: 12 ELBO: -105549.6 tau: 1.274618 beta: 8.700267 diff 0.000302147 Iteration: 13 ELBO: -105523 tau: 1.27468 beta: 9.641494 diff 0.0002517633 Iteration: 14 ELBO: -105500.6 tau: 1.274682 beta: 10.6087 diff 0.0002121688 Iteration: 15 ELBO: -105481.8 tau: 1.274645 beta: 11.59429 diff 0.0001788736 Iteration: 16 ELBO: -105465.9 tau: 1.274578 beta: 12.59019 diff 0.000150305 Iteration: 17 ELBO: -105452.6 tau: 1.274489 beta: 13.58825 diff 0.0001258607 Iteration: 18 ELBO: -105441.5 tau: 1.274385 beta: 14.58048 diff 0.000105111 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105269.7 tau: 1.307137 beta: 1.822752 diff Inf Iteration: 2 ELBO: -104275.6 tau: 1.315555 beta: 2.058316 diff 0.009443256 Iteration: 3 ELBO: -103935.2 tau: 1.325148 beta: 2.428382 diff 0.003263694 Iteration: 4 ELBO: -103718.5 tau: 1.331971 beta: 2.929039 diff 0.002085776 Iteration: 5 ELBO: -103564.6 tau: 1.336007 beta: 3.565852 diff 0.001483272 Iteration: 6 ELBO: -103442.5 tau: 1.338617 beta: 4.343589 diff 0.001178714 Iteration: 7 ELBO: -103339.6 tau: 1.340463 beta: 5.272188 diff 0.0009948083 Iteration: 8 ELBO: -103249.4 tau: 1.341896 beta: 6.36231 diff 0.0008727329 Iteration: 9 ELBO: -103170.1 tau: 1.343035 beta: 7.62385 diff 0.000768572 Iteration: 10 ELBO: -103101.1 tau: 1.343907 beta: 9.062155 diff 0.0006682715 Iteration: 11 ELBO: -103042.5 tau: 1.344524 beta: 10.67561 diff 0.0005690872 Iteration: 12 ELBO: -102993.7 tau: 1.344891 beta: 12.45629 diff 0.0004737157 Iteration: 13 ELBO: -102953.6 tau: 1.345038 beta: 14.39105 diff 0.0003887338 Iteration: 14 ELBO: -102920.9 tau: 1.345013 beta: 16.46328 diff 0.0003177729 Iteration: 15 ELBO: -102894.1 tau: 1.344863 beta: 18.65502 diff 0.000260337 Iteration: 16 ELBO: -102872.1 tau: 1.344628 beta: 20.94821 diff 0.0002142067 Iteration: 17 ELBO: -102853.9 tau: 1.344336 beta: 23.32535 diff 0.0001770651 Iteration: 18 ELBO: -102838.7 tau: 1.344005 beta: 25.76993 diff 0.0001470195 Iteration: 19 ELBO: -102826.1 tau: 1.343651 beta: 28.2667 diff 0.0001226213 Iteration: 20 ELBO: -102815.6 tau: 1.343284 beta: 30.80179 diff 0.000102758 After 21 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103377.9 tau: 1.37007 beta: 1.863287 diff Inf Iteration: 2 ELBO: -102428.1 tau: 1.376317 beta: 2.166747 diff 0.009187417 Iteration: 3 ELBO: -102101.4 tau: 1.385455 beta: 2.612047 diff 0.003189408 Iteration: 4 ELBO: -101883.4 tau: 1.392881 beta: 3.177216 diff 0.002135767 Iteration: 5 ELBO: -101727.4 tau: 1.397531 beta: 3.864915 diff 0.001530594 Iteration: 6 ELBO: -101605.1 tau: 1.400593 beta: 4.679498 diff 0.001202641 Iteration: 7 ELBO: -101505.2 tau: 1.402704 beta: 5.631449 diff 0.0009830904 Iteration: 8 ELBO: -101420.8 tau: 1.40424 beta: 6.729498 diff 0.000831657 Iteration: 9 ELBO: -101346.7 tau: 1.405472 beta: 7.976796 diff 0.0007301923 Iteration: 10 ELBO: -101280 tau: 1.406581 beta: 9.366731 diff 0.0006586461 Iteration: 11 ELBO: -101219.6 tau: 1.407636 beta: 10.88284 diff 0.0005959744 Iteration: 12 ELBO: -101166.1 tau: 1.408601 beta: 12.50415 diff 0.000528431 Iteration: 13 ELBO: -101120 tau: 1.409417 beta: 14.20933 diff 0.0004561973 Iteration: 14 ELBO: -101081 tau: 1.410054 beta: 15.9773 diff 0.0003850306 Iteration: 15 ELBO: -101048.8 tau: 1.41051 beta: 17.78758 diff 0.0003187768 Iteration: 16 ELBO: -101022.6 tau: 1.410799 beta: 19.62142 diff 0.0002595556 Iteration: 17 ELBO: -101001.5 tau: 1.410944 beta: 21.46329 diff 0.0002085803 Iteration: 18 ELBO: -100984.7 tau: 1.41097 beta: 23.30127 diff 0.0001664106 Iteration: 19 ELBO: -100971.3 tau: 1.410904 beta: 25.12606 diff 0.0001328011 Iteration: 20 ELBO: -100960.5 tau: 1.410775 beta: 26.92963 diff 0.0001066577 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101381 tau: 1.440694 beta: 1.865716 diff Inf Iteration: 2 ELBO: -100429.7 tau: 1.448068 beta: 2.16212 diff 0.009382792 Iteration: 3 ELBO: -100108.8 tau: 1.457323 beta: 2.609038 diff 0.003195481 Iteration: 4 ELBO: -99899.72 tau: 1.464251 beta: 3.191112 diff 0.002088592 Iteration: 5 ELBO: -99747.8 tau: 1.468568 beta: 3.913019 diff 0.001520749 Iteration: 6 ELBO: -99627.55 tau: 1.47145 beta: 4.77804 diff 0.001205499 Iteration: 7 ELBO: -99527.96 tau: 1.473536 beta: 5.789314 diff 0.0009996112 Iteration: 8 ELBO: -99444.26 tau: 1.475076 beta: 6.952528 diff 0.0008409743 Iteration: 9 ELBO: -99374.05 tau: 1.476163 beta: 8.274349 diff 0.0007059989 Iteration: 10 ELBO: -99315.45 tau: 1.476872 beta: 9.758288 diff 0.0005897017 Iteration: 11 ELBO: -99266.71 tau: 1.477277 beta: 11.40272 diff 0.0004908099 Iteration: 12 ELBO: -99226.21 tau: 1.477447 beta: 13.20112 diff 0.0004079867 Iteration: 13 ELBO: -99192.51 tau: 1.477443 beta: 15.14295 diff 0.0003395978 Iteration: 14 ELBO: -99164.39 tau: 1.477314 beta: 17.21454 diff 0.0002835164 Iteration: 15 ELBO: -99140.84 tau: 1.4771 beta: 19.39979 diff 0.0002374533 Iteration: 16 ELBO: -99121.07 tau: 1.476827 beta: 21.6809 diff 0.0001994036 Iteration: 17 ELBO: -99104.44 tau: 1.476515 beta: 24.03912 diff 0.0001678061 Iteration: 18 ELBO: -99090.42 tau: 1.476177 beta: 26.45549 diff 0.0001414832 Iteration: 19 ELBO: -99078.58 tau: 1.475825 beta: 28.91139 diff 0.0001195179 Iteration: 20 ELBO: -99068.55 tau: 1.475467 beta: 31.3891 diff 0.0001011604 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99695.54 tau: 1.505194 beta: 1.824356 diff Inf Iteration: 2 ELBO: -98762.69 tau: 1.510465 beta: 2.135533 diff 0.009356933 Iteration: 3 ELBO: -98459.05 tau: 1.518211 beta: 2.609564 diff 0.003074525 Iteration: 4 ELBO: -98261.99 tau: 1.524363 beta: 3.231069 diff 0.002001342 Iteration: 5 ELBO: -98122.82 tau: 1.527811 beta: 4.020037 diff 0.00141638 Iteration: 6 ELBO: -98015.02 tau: 1.529682 beta: 4.995724 diff 0.001098574 Iteration: 7 ELBO: -97926.93 tau: 1.530726 beta: 6.174396 diff 0.000898798 Iteration: 8 ELBO: -97852.59 tau: 1.531315 beta: 7.568881 diff 0.0007591382 Iteration: 9 ELBO: -97788.43 tau: 1.531653 beta: 9.187703 diff 0.0006556144 Iteration: 10 ELBO: -97732.13 tau: 1.531859 beta: 11.0342 diff 0.0005757701 Iteration: 11 ELBO: -97681.99 tau: 1.532005 beta: 13.10646 diff 0.000513049 Iteration: 12 ELBO: -97636.72 tau: 1.532136 beta: 15.39885 diff 0.0004634495 Iteration: 13 ELBO: -97595.31 tau: 1.532273 beta: 17.90449 diff 0.0004241542 Iteration: 14 ELBO: -97556.94 tau: 1.532428 beta: 20.61695 diff 0.0003930936 Iteration: 15 ELBO: -97521 tau: 1.532607 beta: 23.53003 diff 0.0003683999 Iteration: 16 ELBO: -97487.08 tau: 1.532814 beta: 26.63629 diff 0.0003477938 Iteration: 17 ELBO: -97455.07 tau: 1.533046 beta: 29.92509 diff 0.0003284084 Iteration: 18 ELBO: -97425.11 tau: 1.533291 beta: 33.38082 diff 0.0003073604 Iteration: 19 ELBO: -97397.57 tau: 1.53353 beta: 36.98158 diff 0.0002827103 Iteration: 20 ELBO: -97372.83 tau: 1.533738 beta: 40.69879 diff 0.0002540514 Iteration: 21 ELBO: -97351.17 tau: 1.533895 beta: 44.49855 diff 0.000222404 Iteration: 22 ELBO: -97332.71 tau: 1.533987 beta: 48.34502 diff 0.0001896867 Iteration: 23 ELBO: -97317.32 tau: 1.534006 beta: 52.2045 diff 0.000158054 Iteration: 24 ELBO: -97304.74 tau: 1.533954 beta: 56.04865 diff 0.0001292857 Iteration: 25 ELBO: -97294.58 tau: 1.533838 beta: 59.85593 diff 0.0001044356 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98208.74 tau: 1.561481 beta: 1.874559 diff Inf Iteration: 2 ELBO: -97308.77 tau: 1.565841 beta: 2.221601 diff 0.009163861 Iteration: 3 ELBO: -97029.96 tau: 1.572241 beta: 2.752897 diff 0.002865175 Iteration: 4 ELBO: -96841.26 tau: 1.577877 beta: 3.445735 diff 0.001944766 Iteration: 5 ELBO: -96701.15 tau: 1.581408 beta: 4.316702 diff 0.001446811 Iteration: 6 ELBO: -96588.42 tau: 1.583605 beta: 5.382967 diff 0.001165792 Iteration: 7 ELBO: -96493.24 tau: 1.585128 beta: 6.655499 diff 0.0009853472 Iteration: 8 ELBO: -96411.11 tau: 1.5863 beta: 8.13882 diff 0.0008512208 Iteration: 9 ELBO: -96339.83 tau: 1.587254 beta: 9.831427 diff 0.0007393389 Iteration: 10 ELBO: -96278.3 tau: 1.588021 beta: 11.72686 diff 0.0006386924 Iteration: 11 ELBO: -96225.79 tau: 1.588597 beta: 13.81532 diff 0.0005453319 Iteration: 12 ELBO: -96181.55 tau: 1.588972 beta: 16.08499 diff 0.0004597831 Iteration: 13 ELBO: -96144.59 tau: 1.589154 beta: 18.52263 diff 0.0003843097 Iteration: 14 ELBO: -96113.76 tau: 1.589169 beta: 21.11367 diff 0.0003205765 Iteration: 15 ELBO: -96087.93 tau: 1.589054 beta: 23.84241 diff 0.0002687402 Iteration: 16 ELBO: -96066.06 tau: 1.588845 beta: 26.69233 diff 0.0002276712 Iteration: 17 ELBO: -96047.27 tau: 1.588577 beta: 29.64659 diff 0.0001955722 Iteration: 18 ELBO: -96030.89 tau: 1.588277 beta: 32.68844 diff 0.000170528 Iteration: 19 ELBO: -96016.41 tau: 1.587963 beta: 35.80167 diff 0.0001508246 Iteration: 20 ELBO: -96003.44 tau: 1.58765 beta: 38.97086 diff 0.0001350621 Iteration: 21 ELBO: -95991.71 tau: 1.587346 beta: 42.18165 diff 0.000122148 Iteration: 22 ELBO: -95981.03 tau: 1.587054 beta: 45.42083 diff 0.0001112484 Iteration: 23 ELBO: -95971.27 tau: 1.586777 beta: 48.67641 diff 0.0001017362 After 24 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96874.26 tau: 1.614111 beta: 1.898425 diff Inf Iteration: 2 ELBO: -95953.28 tau: 1.619759 beta: 2.24587 diff 0.009507037 Iteration: 3 ELBO: -95651.43 tau: 1.628301 beta: 2.764749 diff 0.003145744 Iteration: 4 ELBO: -95452.01 tau: 1.63512 beta: 3.441173 diff 0.002084844 Iteration: 5 ELBO: -95309.16 tau: 1.639106 beta: 4.291645 diff 0.001496604 Iteration: 6 ELBO: -95197.9 tau: 1.641379 beta: 5.332908 diff 0.001167307 Iteration: 7 ELBO: -95106.84 tau: 1.642724 beta: 6.579456 diff 0.0009565547 Iteration: 8 ELBO: -95030.39 tau: 1.643533 beta: 8.042714 diff 0.0008039026 Iteration: 9 ELBO: -94965.46 tau: 1.644008 beta: 9.729461 diff 0.0006832557 Iteration: 10 ELBO: -94910.2 tau: 1.644252 beta: 11.64129 diff 0.0005818986 Iteration: 11 ELBO: -94863.3 tau: 1.644314 beta: 13.77523 diff 0.0004940606 Iteration: 12 ELBO: -94823.63 tau: 1.644225 beta: 16.12386 diff 0.0004182253 Iteration: 13 ELBO: -94790.08 tau: 1.644016 beta: 18.67499 diff 0.0003538203 Iteration: 14 ELBO: -94761.69 tau: 1.643716 beta: 21.41196 diff 0.0002994657 Iteration: 15 ELBO: -94737.67 tau: 1.643349 beta: 24.31484 diff 0.00025353 Iteration: 16 ELBO: -94717.33 tau: 1.642934 beta: 27.36183 diff 0.0002147114 Iteration: 17 ELBO: -94700.08 tau: 1.642485 beta: 30.53056 diff 0.0001820347 Iteration: 18 ELBO: -94685.44 tau: 1.642013 beta: 33.79921 diff 0.0001546899 Iteration: 19 ELBO: -94672.94 tau: 1.641528 beta: 37.14724 diff 0.000131933 Iteration: 20 ELBO: -94662.24 tau: 1.641038 beta: 40.55598 diff 0.0001130599 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95539.33 tau: 1.669475 beta: 1.885676 diff Inf Iteration: 2 ELBO: -94639.81 tau: 1.673991 beta: 2.23986 diff 0.009415102 Iteration: 3 ELBO: -94347.37 tau: 1.681725 beta: 2.769931 diff 0.003090084 Iteration: 4 ELBO: -94150.6 tau: 1.688384 beta: 3.459435 diff 0.002085579 Iteration: 5 ELBO: -94007.09 tau: 1.692481 beta: 4.329 diff 0.001524237 Iteration: 6 ELBO: -93896.23 tau: 1.69474 beta: 5.404525 diff 0.001179272 Iteration: 7 ELBO: -93807.08 tau: 1.69588 beta: 6.710011 diff 0.0009494684 Iteration: 8 ELBO: -93733.22 tau: 1.696371 beta: 8.264597 diff 0.0007873661 Iteration: 9 ELBO: -93670.89 tau: 1.696491 beta: 10.08128 diff 0.0006649533 Iteration: 10 ELBO: -93617.84 tau: 1.696389 beta: 12.16635 diff 0.0005664044 Iteration: 11 ELBO: -93572.55 tau: 1.696149 beta: 14.51902 diff 0.0004837697 Iteration: 12 ELBO: -93533.9 tau: 1.695816 beta: 17.13117 diff 0.0004130412 Iteration: 13 ELBO: -93500.97 tau: 1.695417 beta: 19.98785 diff 0.0003520197 Iteration: 14 ELBO: -93472.98 tau: 1.69497 beta: 23.06838 diff 0.000299407 Iteration: 15 ELBO: -93449.21 tau: 1.694488 beta: 26.34782 diff 0.0002543011 Iteration: 16 ELBO: -93429.03 tau: 1.69398 beta: 29.79848 diff 0.0002159014 Iteration: 17 ELBO: -93411.89 tau: 1.693457 beta: 33.39146 diff 0.0001834192 Iteration: 18 ELBO: -93397.31 tau: 1.692925 beta: 37.09802 diff 0.0001560965 Iteration: 19 ELBO: -93384.87 tau: 1.692392 beta: 40.89071 diff 0.0001332349 Iteration: 20 ELBO: -93374.2 tau: 1.691862 beta: 44.74425 diff 0.0001142048 After 21 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94350.88 tau: 1.720957 beta: 1.92835 diff Inf Iteration: 2 ELBO: -93446.28 tau: 1.726131 beta: 2.286785 diff 0.009587662 Iteration: 3 ELBO: -93169.98 tau: 1.732659 beta: 2.850382 diff 0.002956715 Iteration: 4 ELBO: -92983.89 tau: 1.737915 beta: 3.604042 diff 0.001997323 Iteration: 5 ELBO: -92841.81 tau: 1.741198 beta: 4.569421 diff 0.001527997 Iteration: 6 ELBO: -92725.55 tau: 1.743273 beta: 5.772307 diff 0.001252258 Iteration: 7 ELBO: -92627.17 tau: 1.744685 beta: 7.235369 diff 0.001060965 Iteration: 8 ELBO: -92542.84 tau: 1.745716 beta: 8.974808 diff 0.0009104628 Iteration: 9 ELBO: -92470.5 tau: 1.746502 beta: 10.99715 diff 0.0007817299 Iteration: 10 ELBO: -92409.02 tau: 1.747083 beta: 13.29935 diff 0.0006647839 Iteration: 11 ELBO: -92357.47 tau: 1.747455 beta: 15.87223 diff 0.0005579274 Iteration: 12 ELBO: -92314.56 tau: 1.747616 beta: 18.70326 diff 0.0004645358 Iteration: 13 ELBO: -92278.88 tau: 1.747591 beta: 21.77755 diff 0.0003864867 Iteration: 14 ELBO: -92249.1 tau: 1.747418 beta: 25.07818 diff 0.000322756 Iteration: 15 ELBO: -92224.08 tau: 1.747131 beta: 28.58709 diff 0.0002712199 Iteration: 16 ELBO: -92202.89 tau: 1.746762 beta: 32.28603 diff 0.0002297559 Iteration: 17 ELBO: -92184.77 tau: 1.746335 beta: 36.15765 diff 0.0001965024 Iteration: 18 ELBO: -92169.11 tau: 1.74587 beta: 40.18622 diff 0.0001698829 Iteration: 19 ELBO: -92155.42 tau: 1.745383 beta: 44.35811 diff 0.0001485896 Iteration: 20 ELBO: -92143.29 tau: 1.744885 beta: 48.662 diff 0.0001315544 Iteration: 21 ELBO: -92132.43 tau: 1.744385 beta: 53.08884 diff 0.0001179101 Iteration: 22 ELBO: -92122.58 tau: 1.743891 beta: 57.63167 diff 0.0001069479 After 23 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93193.74 tau: 1.77291 beta: 1.877029 diff Inf Iteration: 2 ELBO: -92289.88 tau: 1.776988 beta: 2.233912 diff 0.009698771 Iteration: 3 ELBO: -91995.04 tau: 1.784474 beta: 2.783761 diff 0.003194626 Iteration: 4 ELBO: -91795.04 tau: 1.791251 beta: 3.504407 diff 0.002174089 Iteration: 5 ELBO: -91646.89 tau: 1.795582 beta: 4.41269 diff 0.001613864 Iteration: 6 ELBO: -91529.65 tau: 1.798208 beta: 5.5327 diff 0.001279306 Iteration: 7 ELBO: -91433.52 tau: 1.799788 beta: 6.888975 diff 0.001050315 Iteration: 8 ELBO: -91353.06 tau: 1.800709 beta: 8.502822 diff 0.00087995 Iteration: 9 ELBO: -91284.91 tau: 1.801201 beta: 10.39006 diff 0.0007460247 Iteration: 10 ELBO: -91226.84 tau: 1.801402 beta: 12.56013 diff 0.000636069 Iteration: 11 ELBO: -91177.27 tau: 1.801395 beta: 15.01572 diff 0.0005433905 Iteration: 12 ELBO: -91134.94 tau: 1.801238 beta: 17.75251 diff 0.0004643272 Iteration: 13 ELBO: -91098.8 tau: 1.800969 beta: 20.75937 diff 0.0003965115 Iteration: 14 ELBO: -91067.99 tau: 1.800617 beta: 24.01898 diff 0.0003381887 Iteration: 15 ELBO: -91041.76 tau: 1.800202 beta: 27.50908 diff 0.0002880401 Iteration: 16 ELBO: -91019.45 tau: 1.799741 beta: 31.20402 diff 0.0002450831 Iteration: 17 ELBO: -91000.47 tau: 1.799246 beta: 35.07631 diff 0.0002085317 Iteration: 18 ELBO: -90984.3 tau: 1.798727 beta: 39.09817 diff 0.0001776706 Iteration: 19 ELBO: -90970.49 tau: 1.798194 beta: 43.24268 diff 0.0001517964 Iteration: 20 ELBO: -90958.64 tau: 1.797655 beta: 47.48469 diff 0.0001302185 Iteration: 21 ELBO: -90948.43 tau: 1.797117 beta: 51.80147 diff 0.0001122825 After 22 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92003.64 tau: 1.827016 beta: 1.852599 diff Inf Iteration: 2 ELBO: -91090.4 tau: 1.83139 beta: 2.212937 diff 0.009926163 Iteration: 3 ELBO: -90810.98 tau: 1.838245 beta: 2.777723 diff 0.003067551 Iteration: 4 ELBO: -90621.19 tau: 1.844136 beta: 3.53363 diff 0.002089925 Iteration: 5 ELBO: -90477.13 tau: 1.847838 beta: 4.505222 diff 0.001589734 Iteration: 6 ELBO: -90360.89 tau: 1.850004 beta: 5.725406 diff 0.001284712 Iteration: 7 ELBO: -90263.62 tau: 1.851262 beta: 7.227484 diff 0.001076486 Iteration: 8 ELBO: -90180.67 tau: 1.851982 beta: 9.041855 diff 0.0009189651 Iteration: 9 ELBO: -90109.37 tau: 1.852368 beta: 11.19319 diff 0.0007905989 Iteration: 10 ELBO: -90047.98 tau: 1.852528 beta: 13.69823 diff 0.000681257 Iteration: 11 ELBO: -89995.2 tau: 1.852526 beta: 16.5645 diff 0.0005861674 Iteration: 12 ELBO: -89949.93 tau: 1.852398 beta: 19.78983 diff 0.0005030535 Iteration: 13 ELBO: -89911.2 tau: 1.852173 beta: 23.36252 diff 0.0004305945 Iteration: 14 ELBO: -89878.13 tau: 1.851869 beta: 27.26219 diff 0.0003677602 Iteration: 15 ELBO: -89849.94 tau: 1.851505 beta: 31.46132 diff 0.0003136158 Iteration: 16 ELBO: -89825.93 tau: 1.851095 beta: 35.92716 diff 0.0002672765 Iteration: 17 ELBO: -89805.46 tau: 1.850652 beta: 40.62372 diff 0.0002278766 Iteration: 18 ELBO: -89787.99 tau: 1.850185 beta: 45.51353 diff 0.0001945514 Iteration: 19 ELBO: -89773.04 tau: 1.849704 beta: 50.55915 diff 0.000166453 Iteration: 20 ELBO: -89760.22 tau: 1.849218 beta: 55.72435 diff 0.0001427882 Iteration: 21 ELBO: -89749.2 tau: 1.848731 beta: 60.975 diff 0.0001228509 Iteration: 22 ELBO: -89739.68 tau: 1.848248 beta: 66.27978 diff 0.0001060366 After 23 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.451364 [SoftImpute] Iter 1: observed MAE=0.006656 rank=943 [SoftImpute] Iter 2: observed MAE=0.006566 rank=943 [SoftImpute] Iter 3: observed MAE=0.006566 rank=943 [SoftImpute] Iter 4: observed MAE=0.006567 rank=943 [SoftImpute] Iter 5: observed MAE=0.006567 rank=943 [SoftImpute] Iter 6: observed MAE=0.006568 rank=942 [SoftImpute] Iter 7: observed MAE=0.006568 rank=941 [SoftImpute] Iter 8: observed MAE=0.006568 rank=939 [SoftImpute] Iter 9: observed MAE=0.006568 rank=937 [SoftImpute] Iter 10: observed MAE=0.006568 rank=937 [SoftImpute] Iter 11: observed MAE=0.006568 rank=934 [SoftImpute] Iter 12: observed MAE=0.006568 rank=933 [SoftImpute] Iter 13: observed MAE=0.006568 rank=932 [SoftImpute] Iter 14: observed MAE=0.006568 rank=929 [SoftImpute] Iter 15: observed MAE=0.006567 rank=927 [SoftImpute] Iter 16: observed MAE=0.006567 rank=924 [SoftImpute] Iter 17: observed MAE=0.006567 rank=922 [SoftImpute] Iter 18: observed MAE=0.006566 rank=920 [SoftImpute] Iter 19: observed MAE=0.006566 rank=918 [SoftImpute] Iter 20: observed MAE=0.006565 rank=916 [SoftImpute] Iter 21: observed MAE=0.006564 rank=914 [SoftImpute] Iter 22: observed MAE=0.006564 rank=913 [SoftImpute] Iter 23: observed MAE=0.006563 rank=910 [SoftImpute] Iter 24: observed MAE=0.006562 rank=907 [SoftImpute] Iter 25: observed MAE=0.006562 rank=906 [SoftImpute] Iter 26: observed MAE=0.006561 rank=905 [SoftImpute] Iter 27: observed MAE=0.006560 rank=902 [SoftImpute] Iter 28: observed MAE=0.006559 rank=899 [SoftImpute] Iter 29: observed MAE=0.006558 rank=897 [SoftImpute] Iter 30: observed MAE=0.006558 rank=895 [SoftImpute] Iter 31: observed MAE=0.006557 rank=893 [SoftImpute] Iter 32: observed MAE=0.006556 rank=891 [SoftImpute] Iter 33: observed MAE=0.006555 rank=889 [SoftImpute] Iter 34: observed MAE=0.006554 rank=886 [SoftImpute] Iter 35: observed MAE=0.006552 rank=884 [SoftImpute] Iter 36: observed MAE=0.006551 rank=882 [SoftImpute] Iter 37: observed MAE=0.006550 rank=880 [SoftImpute] Iter 38: observed MAE=0.006549 rank=879 [SoftImpute] Iter 39: observed MAE=0.006548 rank=877 [SoftImpute] Iter 40: observed MAE=0.006547 rank=875 [SoftImpute] Iter 41: observed MAE=0.006546 rank=871 [SoftImpute] Iter 42: observed MAE=0.006545 rank=870 [SoftImpute] Iter 43: observed MAE=0.006543 rank=868 [SoftImpute] Iter 44: observed MAE=0.006542 rank=865 [SoftImpute] Iter 45: observed MAE=0.006541 rank=863 [SoftImpute] Iter 46: observed MAE=0.006540 rank=862 [SoftImpute] Iter 47: observed MAE=0.006539 rank=860 [SoftImpute] Iter 48: observed MAE=0.006537 rank=859 [SoftImpute] Iter 49: observed MAE=0.006536 rank=857 [SoftImpute] Iter 50: observed MAE=0.006535 rank=855 [SoftImpute] Iter 51: observed MAE=0.006534 rank=852 [SoftImpute] Iter 52: observed MAE=0.006532 rank=851 [SoftImpute] Iter 53: observed MAE=0.006531 rank=848 [SoftImpute] Iter 54: observed MAE=0.006530 rank=846 [SoftImpute] Iter 55: observed MAE=0.006528 rank=845 [SoftImpute] Iter 56: observed MAE=0.006527 rank=842 [SoftImpute] Iter 57: observed MAE=0.006525 rank=840 [SoftImpute] Iter 58: observed MAE=0.006524 rank=839 [SoftImpute] Iter 59: observed MAE=0.006523 rank=836 [SoftImpute] Iter 60: observed MAE=0.006521 rank=835 [SoftImpute] Iter 61: observed MAE=0.006520 rank=834 [SoftImpute] Iter 62: observed MAE=0.006519 rank=831 [SoftImpute] Stopped after iteration 62 for lambda=0.100000 Imputing row 1/943 with 1471 missing, elapsed time: 4.054 Imputing row 101/943 with 1633 missing, elapsed time: 5.558 Imputing row 201/943 with 1387 missing, elapsed time: 7.075 Imputing row 301/943 with 1468 missing, elapsed time: 8.564 Imputing row 401/943 with 1561 missing, elapsed time: 10.044 Imputing row 501/943 with 1625 missing, elapsed time: 11.527 Imputing row 601/943 with 1559 missing, elapsed time: 13.033 Imputing row 701/943 with 1655 missing, elapsed time: 14.535 Imputing row 801/943 with 1664 missing, elapsed time: 16.058 Imputing row 901/943 with 1584 missing, elapsed time: 17.568 [KNN] Warning: 26032/1586126 still missing after imputation, replacing with 0 ########### perturbation 32 start ############ Preprocessing data... 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216296.9 tau: 0.08671702 beta: 0.0660651 diff Inf Iteration: 2 ELBO: -129537.6 tau: 0.7256414 beta: 0.1070785 diff 0.4011123 Iteration: 3 ELBO: -114487.7 tau: 1.104772 beta: 0.4159207 diff 0.1161816 Iteration: 4 ELBO: -112932.5 tau: 1.154412 beta: 0.8511227 diff 0.01358414 Iteration: 5 ELBO: -112593.5 tau: 1.162189 beta: 1.137659 diff 0.003001466 Iteration: 6 ELBO: -112520 tau: 1.163106 beta: 1.296034 diff 0.0006525959 Iteration: 7 ELBO: -112504.2 tau: 1.162931 beta: 1.378834 diff 0.0001410362 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108558.8 tau: 1.20269 beta: 1.853129 diff Inf Iteration: 2 ELBO: -107627.1 tau: 1.20889 beta: 2.099187 diff 0.008582295 Iteration: 3 ELBO: -107282.3 tau: 1.217436 beta: 2.468125 diff 0.003203259 Iteration: 4 ELBO: -107039.2 tau: 1.224882 beta: 2.950348 diff 0.002266748 Iteration: 5 ELBO: -106853.8 tau: 1.230189 beta: 3.558242 diff 0.001731374 Iteration: 6 ELBO: -106698.6 tau: 1.234204 beta: 4.300275 diff 0.001452414 Iteration: 7 ELBO: -106547.8 tau: 1.238025 beta: 5.172068 diff 0.001413408 Iteration: 8 ELBO: -106373 tau: 1.242915 beta: 6.145745 diff 0.001640645 Iteration: 9 ELBO: -106152.9 tau: 1.249902 beta: 7.161243 diff 0.002069219 Iteration: 10 ELBO: -105903.2 tau: 1.258585 beta: 8.153812 diff 0.002352724 Iteration: 11 ELBO: -105684.4 tau: 1.266612 beta: 9.120812 diff 0.002065741 Iteration: 12 ELBO: -105540.4 tau: 1.271877 beta: 10.11408 diff 0.001362404 Iteration: 13 ELBO: -105458 tau: 1.274609 beta: 11.14926 diff 0.0007812705 Iteration: 14 ELBO: -105410.8 tau: 1.275865 beta: 12.20726 diff 0.0004468821 Iteration: 15 ELBO: -105382.7 tau: 1.276367 beta: 13.26817 diff 0.0002669655 Iteration: 16 ELBO: -105364.7 tau: 1.2765 beta: 14.31867 diff 0.000170573 Iteration: 17 ELBO: -105352.3 tau: 1.276464 beta: 15.34963 diff 0.0001178095 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105223.1 tau: 1.307961 beta: 1.85804 diff Inf Iteration: 2 ELBO: -104232.6 tau: 1.315872 beta: 2.111656 diff 0.009413088 Iteration: 3 ELBO: -103854.7 tau: 1.327496 beta: 2.482052 diff 0.003625402 Iteration: 4 ELBO: -103599.1 tau: 1.336453 beta: 2.986644 diff 0.002460843 Iteration: 5 ELBO: -103412.3 tau: 1.342036 beta: 3.64339 diff 0.00180383 Iteration: 6 ELBO: -103264.2 tau: 1.345785 beta: 4.457511 diff 0.001431935 Iteration: 7 ELBO: -103146.7 tau: 1.348307 beta: 5.428511 diff 0.001137715 Iteration: 8 ELBO: -103053.6 tau: 1.349936 beta: 6.552766 diff 0.0009022413 Iteration: 9 ELBO: -102979.4 tau: 1.35094 beta: 7.825311 diff 0.0007203679 Iteration: 10 ELBO: -102920 tau: 1.351509 beta: 9.239498 diff 0.0005767459 Iteration: 11 ELBO: -102872.4 tau: 1.351771 beta: 10.78622 diff 0.0004628963 Iteration: 12 ELBO: -102833.9 tau: 1.351826 beta: 12.45361 diff 0.0003737434 Iteration: 13 ELBO: -102802.7 tau: 1.351742 beta: 14.22763 diff 0.0003036376 Iteration: 14 ELBO: -102777.2 tau: 1.351565 beta: 16.09284 diff 0.0002480727 Iteration: 15 ELBO: -102756.2 tau: 1.351326 beta: 18.03313 diff 0.0002037975 Iteration: 16 ELBO: -102739 tau: 1.351047 beta: 20.03201 diff 0.0001682929 Iteration: 17 ELBO: -102724.6 tau: 1.350745 beta: 22.07307 diff 0.000139589 Iteration: 18 ELBO: -102712.7 tau: 1.350431 beta: 24.14024 diff 0.0001161902 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103132.1 tau: 1.378043 beta: 1.886029 diff Inf Iteration: 2 ELBO: -102190.4 tau: 1.383836 beta: 2.201888 diff 0.009130934 Iteration: 3 ELBO: -101859.1 tau: 1.393264 beta: 2.644919 diff 0.00324153 Iteration: 4 ELBO: -101632.6 tau: 1.401464 beta: 3.192251 diff 0.002224118 Iteration: 5 ELBO: -101482.3 tau: 1.406156 beta: 3.872347 diff 0.001478281 Iteration: 6 ELBO: -101375.4 tau: 1.408494 beta: 4.706408 diff 0.001054136 Iteration: 7 ELBO: -101291.2 tau: 1.409675 beta: 5.704731 diff 0.0008296451 Iteration: 8 ELBO: -101220.6 tau: 1.410317 beta: 6.873124 diff 0.0006971093 Iteration: 9 ELBO: -101158.9 tau: 1.410715 beta: 8.214134 diff 0.0006095886 Iteration: 10 ELBO: -101103.5 tau: 1.411029 beta: 9.725852 diff 0.0005484349 Iteration: 11 ELBO: -101052.4 tau: 1.411359 beta: 11.40008 diff 0.0005051743 Iteration: 12 ELBO: -101004.5 tau: 1.411767 beta: 13.22114 diff 0.0004737545 Iteration: 13 ELBO: -100959.4 tau: 1.412271 beta: 15.16759 diff 0.0004467428 Iteration: 14 ELBO: -100917.4 tau: 1.412837 beta: 17.21692 diff 0.0004160797 Iteration: 15 ELBO: -100879.3 tau: 1.413398 beta: 19.34869 diff 0.0003772482 Iteration: 16 ELBO: -100845.9 tau: 1.41389 beta: 21.54367 diff 0.0003312143 Iteration: 17 ELBO: -100817.4 tau: 1.414276 beta: 23.78242 diff 0.0002821659 Iteration: 18 ELBO: -100793.8 tau: 1.414542 beta: 26.04523 diff 0.0002345422 Iteration: 19 ELBO: -100774.5 tau: 1.414695 beta: 28.31291 diff 0.0001914938 Iteration: 20 ELBO: -100758.9 tau: 1.414748 beta: 30.56759 diff 0.0001545908 Iteration: 21 ELBO: -100746.4 tau: 1.414722 beta: 32.79331 diff 0.000124133 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101304.3 tau: 1.443843 beta: 1.849773 diff Inf Iteration: 2 ELBO: -100373 tau: 1.45052 beta: 2.136284 diff 0.009192932 Iteration: 3 ELBO: -100063.4 tau: 1.459036 beta: 2.566772 diff 0.003085059 Iteration: 4 ELBO: -99856.9 tau: 1.465847 beta: 3.133869 diff 0.002063538 Iteration: 5 ELBO: -99712.57 tau: 1.469749 beta: 3.852184 diff 0.001445348 Iteration: 6 ELBO: -99603.33 tau: 1.471888 beta: 4.729369 diff 0.00109549 Iteration: 7 ELBO: -99515.63 tau: 1.473092 beta: 5.772494 diff 0.000880498 Iteration: 8 ELBO: -99442.83 tau: 1.473773 beta: 6.988954 diff 0.0007315585 Iteration: 9 ELBO: -99381.43 tau: 1.474124 beta: 8.385297 diff 0.0006175032 Iteration: 10 ELBO: -99329.19 tau: 1.474248 beta: 9.965792 diff 0.0005255886 Iteration: 11 ELBO: -99284.43 tau: 1.474212 beta: 11.73189 diff 0.0004506143 Iteration: 12 ELBO: -99245.73 tau: 1.474065 beta: 13.68256 diff 0.0003898625 Iteration: 13 ELBO: -99211.84 tau: 1.473851 beta: 15.81455 diff 0.0003413925 Iteration: 14 ELBO: -99181.76 tau: 1.473604 beta: 18.12227 diff 0.0003032559 Iteration: 15 ELBO: -99154.65 tau: 1.473357 beta: 20.59725 diff 0.000273275 Iteration: 16 ELBO: -99129.95 tau: 1.473131 beta: 23.22734 diff 0.0002491077 Iteration: 17 ELBO: -99107.31 tau: 1.472939 beta: 25.99571 diff 0.0002284173 Iteration: 18 ELBO: -99086.59 tau: 1.472784 beta: 28.88006 diff 0.0002091074 Iteration: 19 ELBO: -99067.8 tau: 1.472661 beta: 31.85263 diff 0.0001895987 Iteration: 20 ELBO: -99051.05 tau: 1.472554 beta: 34.88174 diff 0.0001690957 Iteration: 21 ELBO: -99036.42 tau: 1.472449 beta: 37.93452 diff 0.0001476769 Iteration: 22 ELBO: -99023.93 tau: 1.47233 beta: 40.98026 diff 0.0001261147 Iteration: 23 ELBO: -99013.48 tau: 1.472185 beta: 43.99329 diff 0.000105546 After 24 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99844.23 tau: 1.499068 beta: 1.839456 diff Inf Iteration: 2 ELBO: -98862.1 tau: 1.506662 beta: 2.127647 diff 0.009836659 Iteration: 3 ELBO: -98535.72 tau: 1.516871 beta: 2.557874 diff 0.003301304 Iteration: 4 ELBO: -98336.31 tau: 1.523804 beta: 3.125725 diff 0.002023762 Iteration: 5 ELBO: -98198.18 tau: 1.527496 beta: 3.845591 diff 0.00140468 Iteration: 6 ELBO: -98092.55 tau: 1.529488 beta: 4.728866 diff 0.001075611 Iteration: 7 ELBO: -98007.41 tau: 1.530594 beta: 5.784074 diff 0.000868031 Iteration: 8 ELBO: -97936.73 tau: 1.531194 beta: 7.017757 diff 0.0007211423 Iteration: 9 ELBO: -97877.09 tau: 1.53148 beta: 8.433933 diff 0.0006089404 Iteration: 10 ELBO: -97826.28 tau: 1.531559 beta: 10.03338 diff 0.0005191119 Iteration: 11 ELBO: -97782.75 tau: 1.531495 beta: 11.8136 diff 0.0004450268 Iteration: 12 ELBO: -97745.32 tau: 1.531329 beta: 13.76929 diff 0.0003827798 Iteration: 13 ELBO: -97713.06 tau: 1.531086 beta: 15.89295 diff 0.000330036 Iteration: 14 ELBO: -97685.18 tau: 1.530784 beta: 18.17552 diff 0.0002852939 Iteration: 15 ELBO: -97661.01 tau: 1.530436 beta: 20.60705 diff 0.0002474374 Iteration: 16 ELBO: -97639.96 tau: 1.530053 beta: 23.17731 diff 0.0002155398 Iteration: 17 ELBO: -97621.53 tau: 1.529644 beta: 25.8763 diff 0.0001887955 Iteration: 18 ELBO: -97605.27 tau: 1.529217 beta: 28.6946 diff 0.0001664919 Iteration: 19 ELBO: -97590.83 tau: 1.52878 beta: 31.62354 diff 0.0001479928 Iteration: 20 ELBO: -97577.88 tau: 1.528339 beta: 34.65522 diff 0.0001327274 Iteration: 21 ELBO: -97566.15 tau: 1.527902 beta: 37.78226 diff 0.0001201804 Iteration: 22 ELBO: -97555.43 tau: 1.527474 beta: 40.99748 diff 0.0001098825 Iteration: 23 ELBO: -97545.54 tau: 1.52706 beta: 44.29342 diff 0.0001014016 After 24 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98364.94 tau: 1.555289 beta: 1.877347 diff Inf Iteration: 2 ELBO: -97424.87 tau: 1.561801 beta: 2.209961 diff 0.009556971 Iteration: 3 ELBO: -97135.38 tau: 1.569438 beta: 2.721228 diff 0.00297138 Iteration: 4 ELBO: -96944.32 tau: 1.575339 beta: 3.38996 diff 0.001967017 Iteration: 5 ELBO: -96800.94 tau: 1.579047 beta: 4.224462 diff 0.001478909 Iteration: 6 ELBO: -96683.42 tau: 1.581566 beta: 5.235467 diff 0.00121403 Iteration: 7 ELBO: -96584.92 tau: 1.583365 beta: 6.433189 diff 0.00101883 Iteration: 8 ELBO: -96502.22 tau: 1.584621 beta: 7.826515 diff 0.0008562841 Iteration: 9 ELBO: -96432.5 tau: 1.58546 beta: 9.422582 diff 0.0007224067 Iteration: 10 ELBO: -96373.59 tau: 1.585974 beta: 11.22739 diff 0.0006109457 Iteration: 11 ELBO: -96323.86 tau: 1.586224 beta: 13.24493 diff 0.0005160194 Iteration: 12 ELBO: -96281.86 tau: 1.586263 beta: 15.47472 diff 0.0004360036 Iteration: 13 ELBO: -96246.25 tau: 1.586145 beta: 17.91067 diff 0.0003698845 Iteration: 14 ELBO: -96215.89 tau: 1.58592 beta: 20.54146 diff 0.0003154426 Iteration: 15 ELBO: -96189.89 tau: 1.585622 beta: 23.3517 diff 0.0002701659 Iteration: 16 ELBO: -96167.57 tau: 1.585277 beta: 26.32289 diff 0.0002320244 Iteration: 17 ELBO: -96148.38 tau: 1.584901 beta: 29.43422 diff 0.0001995428 Iteration: 18 ELBO: -96131.88 tau: 1.584506 beta: 32.66333 diff 0.000171646 Iteration: 19 ELBO: -96117.7 tau: 1.584099 beta: 35.98718 diff 0.0001475298 Iteration: 20 ELBO: -96105.53 tau: 1.583686 beta: 39.38303 diff 0.0001265901 Iteration: 21 ELBO: -96095.11 tau: 1.583268 beta: 42.82946 diff 0.0001083868 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96957.3 tau: 1.610388 beta: 1.914766 diff Inf Iteration: 2 ELBO: -96048.23 tau: 1.614742 beta: 2.285299 diff 0.009375952 Iteration: 3 ELBO: -95756.42 tau: 1.622336 beta: 2.835059 diff 0.00303819 Iteration: 4 ELBO: -95559.99 tau: 1.628806 beta: 3.544796 diff 0.00205136 Iteration: 5 ELBO: -95415.28 tau: 1.632839 beta: 4.429757 diff 0.001514285 Iteration: 6 ELBO: -95300.12 tau: 1.635351 beta: 5.509762 diff 0.001206966 Iteration: 7 ELBO: -95205.28 tau: 1.636955 beta: 6.805869 diff 0.0009951252 Iteration: 8 ELBO: -95125.42 tau: 1.63799 beta: 8.335704 diff 0.0008388537 Iteration: 9 ELBO: -95057.1 tau: 1.638677 beta: 10.10985 diff 0.0007182124 Iteration: 10 ELBO: -94998.32 tau: 1.639134 beta: 12.13146 diff 0.0006183582 Iteration: 11 ELBO: -94947.79 tau: 1.639416 beta: 14.39706 diff 0.0005319236 Iteration: 12 ELBO: -94904.48 tau: 1.639552 beta: 16.89762 diff 0.0004561761 Iteration: 13 ELBO: -94867.41 tau: 1.63956 beta: 19.61972 diff 0.0003906005 Iteration: 14 ELBO: -94835.64 tau: 1.639463 beta: 22.54649 diff 0.0003348524 Iteration: 15 ELBO: -94808.34 tau: 1.639284 beta: 25.65869 diff 0.0002878912 Iteration: 16 ELBO: -94784.8 tau: 1.63904 beta: 28.93568 diff 0.000248296 Iteration: 17 ELBO: -94764.45 tau: 1.638747 beta: 32.35613 diff 0.0002146812 Iteration: 18 ELBO: -94746.83 tau: 1.638418 beta: 35.89861 diff 0.0001859014 Iteration: 19 ELBO: -94731.57 tau: 1.63806 beta: 39.542 diff 0.0001611031 Iteration: 20 ELBO: -94718.34 tau: 1.637682 beta: 43.26572 diff 0.0001396749 Iteration: 21 ELBO: -94706.86 tau: 1.637291 beta: 47.04996 diff 0.000121153 Iteration: 22 ELBO: -94696.9 tau: 1.636893 beta: 50.87591 diff 0.0001051458 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95653.02 tau: 1.665573 beta: 1.850912 diff Inf Iteration: 2 ELBO: -94746.72 tau: 1.671302 beta: 2.184995 diff 0.009474906 Iteration: 3 ELBO: -94467.48 tau: 1.678342 beta: 2.697069 diff 0.002947231 Iteration: 4 ELBO: -94276.66 tau: 1.684371 beta: 3.360847 diff 0.002019932 Iteration: 5 ELBO: -94131.06 tau: 1.688407 beta: 4.190565 diff 0.001544366 Iteration: 6 ELBO: -94013.34 tau: 1.691042 beta: 5.208046 diff 0.001250673 Iteration: 7 ELBO: -93915.43 tau: 1.692799 beta: 6.43273 diff 0.001041392 Iteration: 8 ELBO: -93833.16 tau: 1.693975 beta: 7.878778 diff 0.000875972 Iteration: 9 ELBO: -93763.94 tau: 1.694727 beta: 9.554762 diff 0.0007377054 Iteration: 10 ELBO: -93705.82 tau: 1.695143 beta: 11.46452 diff 0.0006198287 Iteration: 11 ELBO: -93657.11 tau: 1.695287 beta: 13.60736 diff 0.0005198498 Iteration: 12 ELBO: -93616.26 tau: 1.695216 beta: 15.97765 diff 0.0004361863 Iteration: 13 ELBO: -93581.91 tau: 1.694983 beta: 18.56491 diff 0.000366929 Iteration: 14 ELBO: -93552.9 tau: 1.694632 beta: 21.35443 diff 0.0003099644 Iteration: 15 ELBO: -93528.28 tau: 1.694201 beta: 24.32819 diff 0.0002632313 Iteration: 16 ELBO: -93507.25 tau: 1.69372 beta: 27.46582 diff 0.0002248575 Iteration: 17 ELBO: -93489.18 tau: 1.693211 beta: 30.74554 diff 0.0001932303 Iteration: 18 ELBO: -93473.56 tau: 1.692691 beta: 34.14492 diff 0.0001670153 Iteration: 19 ELBO: -93460 tau: 1.692171 beta: 37.64158 diff 0.0001451339 Iteration: 20 ELBO: -93448.15 tau: 1.691659 beta: 41.21372 diff 0.0001267231 Iteration: 21 ELBO: -93437.77 tau: 1.691161 beta: 44.84053 diff 0.0001110962 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94356.71 tau: 1.720413 beta: 1.942338 diff Inf Iteration: 2 ELBO: -93451.22 tau: 1.724307 beta: 2.315097 diff 0.009596481 Iteration: 3 ELBO: -93162.26 tau: 1.731727 beta: 2.880989 diff 0.003092061 Iteration: 4 ELBO: -92964.88 tau: 1.738508 beta: 3.612808 diff 0.002118736 Iteration: 5 ELBO: -92815.47 tau: 1.74309 beta: 4.524179 diff 0.001607153 Iteration: 6 ELBO: -92695.77 tau: 1.746073 beta: 5.636246 diff 0.001289586 Iteration: 7 ELBO: -92597.68 tau: 1.747983 beta: 6.968816 diff 0.001058276 Iteration: 8 ELBO: -92516.33 tau: 1.74916 beta: 8.537891 diff 0.0008784787 Iteration: 9 ELBO: -92448.41 tau: 1.749824 beta: 10.35509 diff 0.0007341851 Iteration: 10 ELBO: -92391.4 tau: 1.750128 beta: 12.4269 diff 0.0006166384 Iteration: 11 ELBO: -92343.35 tau: 1.750179 beta: 14.75364 diff 0.0005200803 Iteration: 12 ELBO: -92302.74 tau: 1.750056 beta: 17.32868 diff 0.0004397903 Iteration: 13 ELBO: -92268.39 tau: 1.74981 beta: 20.13849 diff 0.0003720889 Iteration: 14 ELBO: -92239.38 tau: 1.749475 beta: 23.16356 diff 0.0003144842 Iteration: 15 ELBO: -92214.9 tau: 1.749076 beta: 26.37975 diff 0.0002653749 Iteration: 16 ELBO: -92194.27 tau: 1.74863 beta: 29.7598 diff 0.0002236387 Iteration: 17 ELBO: -92176.91 tau: 1.74815 beta: 33.27495 diff 0.0001883685 Iteration: 18 ELBO: -92162.27 tau: 1.747649 beta: 36.89627 diff 0.0001587564 Iteration: 19 ELBO: -92149.92 tau: 1.747136 beta: 40.59588 diff 0.0001340463 Iteration: 20 ELBO: -92139.46 tau: 1.74662 beta: 44.34779 diff 0.0001135209 After 21 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93107.47 tau: 1.77665 beta: 1.874515 diff Inf Iteration: 2 ELBO: -92198.03 tau: 1.781151 beta: 2.220066 diff 0.009767685 Iteration: 3 ELBO: -91912.16 tau: 1.788121 beta: 2.760064 diff 0.003100644 Iteration: 4 ELBO: -91719.02 tau: 1.794213 beta: 3.479257 diff 0.002101299 Iteration: 5 ELBO: -91575.91 tau: 1.797998 beta: 4.401557 diff 0.00156032 Iteration: 6 ELBO: -91463.09 tau: 1.800135 beta: 5.555903 diff 0.001231991 Iteration: 7 ELBO: -91370.17 tau: 1.801304 beta: 6.969615 diff 0.001015886 Iteration: 8 ELBO: -91291.5 tau: 1.801911 beta: 8.667551 diff 0.0008609965 Iteration: 9 ELBO: -91223.74 tau: 1.802183 beta: 10.67135 diff 0.0007423348 Iteration: 10 ELBO: -91164.73 tau: 1.802251 beta: 12.99841 diff 0.0006468283 Iteration: 11 ELBO: -91113.03 tau: 1.802191 beta: 15.66071 diff 0.0005670933 Iteration: 12 ELBO: -91067.59 tau: 1.802051 beta: 18.6634 diff 0.0004987371 Iteration: 13 ELBO: -91027.61 tau: 1.801861 beta: 22.00333 diff 0.0004389675 Iteration: 14 ELBO: -90992.49 tau: 1.801641 beta: 25.66797 diff 0.0003858416 Iteration: 15 ELBO: -90961.74 tau: 1.801401 beta: 29.63548 diff 0.0003379787 Iteration: 16 ELBO: -90934.95 tau: 1.801143 beta: 33.87619 diff 0.0002945192 Iteration: 17 ELBO: -90911.75 tau: 1.800865 beta: 38.35528 diff 0.0002550805 Iteration: 18 ELBO: -90891.79 tau: 1.800563 beta: 43.03578 diff 0.0002195827 Iteration: 19 ELBO: -90874.7 tau: 1.800234 beta: 47.88113 diff 0.0001880288 Iteration: 20 ELBO: -90860.13 tau: 1.799878 beta: 52.85697 diff 0.0001603671 Iteration: 21 ELBO: -90847.73 tau: 1.799496 beta: 57.93223 diff 0.0001364464 Iteration: 22 ELBO: -90837.19 tau: 1.799092 beta: 63.07971 diff 0.0001160163 After 23 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.859119 [SoftImpute] Iter 1: observed MAE=0.006664 rank=943 [SoftImpute] Iter 2: observed MAE=0.006573 rank=943 [SoftImpute] Iter 3: observed MAE=0.006573 rank=943 [SoftImpute] Iter 4: observed MAE=0.006574 rank=943 [SoftImpute] Iter 5: observed MAE=0.006574 rank=943 [SoftImpute] Iter 6: observed MAE=0.006574 rank=943 [SoftImpute] Iter 7: observed MAE=0.006575 rank=942 [SoftImpute] Iter 8: observed MAE=0.006575 rank=940 [SoftImpute] Iter 9: observed MAE=0.006575 rank=939 [SoftImpute] Iter 10: observed MAE=0.006575 rank=939 [SoftImpute] Iter 11: observed MAE=0.006575 rank=937 [SoftImpute] Iter 12: observed MAE=0.006575 rank=935 [SoftImpute] Iter 13: observed MAE=0.006575 rank=935 [SoftImpute] Iter 14: observed MAE=0.006575 rank=933 [SoftImpute] Iter 15: observed MAE=0.006575 rank=930 [SoftImpute] Iter 16: observed MAE=0.006575 rank=929 [SoftImpute] Iter 17: observed MAE=0.006574 rank=926 [SoftImpute] Iter 18: observed MAE=0.006574 rank=924 [SoftImpute] Iter 19: observed MAE=0.006573 rank=923 [SoftImpute] Iter 20: observed MAE=0.006573 rank=920 [SoftImpute] Iter 21: observed MAE=0.006572 rank=919 [SoftImpute] Iter 22: observed MAE=0.006571 rank=917 [SoftImpute] Iter 23: observed MAE=0.006571 rank=915 [SoftImpute] Iter 24: observed MAE=0.006570 rank=912 [SoftImpute] Iter 25: observed MAE=0.006569 rank=910 [SoftImpute] Iter 26: observed MAE=0.006568 rank=907 [SoftImpute] Iter 27: observed MAE=0.006567 rank=904 [SoftImpute] Iter 28: observed MAE=0.006567 rank=903 [SoftImpute] Iter 29: observed MAE=0.006566 rank=901 [SoftImpute] Iter 30: observed MAE=0.006565 rank=899 [SoftImpute] Iter 31: observed MAE=0.006564 rank=896 [SoftImpute] Iter 32: observed MAE=0.006563 rank=894 [SoftImpute] Iter 33: observed MAE=0.006562 rank=892 [SoftImpute] Iter 34: observed MAE=0.006561 rank=890 [SoftImpute] Iter 35: observed MAE=0.006560 rank=888 [SoftImpute] Iter 36: observed MAE=0.006559 rank=886 [SoftImpute] Iter 37: observed MAE=0.006558 rank=884 [SoftImpute] Iter 38: observed MAE=0.006557 rank=882 [SoftImpute] Iter 39: observed MAE=0.006556 rank=879 [SoftImpute] Iter 40: observed MAE=0.006555 rank=877 [SoftImpute] Iter 41: observed MAE=0.006553 rank=875 [SoftImpute] Iter 42: observed MAE=0.006552 rank=874 [SoftImpute] Iter 43: observed MAE=0.006551 rank=871 [SoftImpute] Iter 44: observed MAE=0.006550 rank=870 [SoftImpute] Iter 45: observed MAE=0.006549 rank=867 [SoftImpute] Iter 46: observed MAE=0.006547 rank=866 [SoftImpute] Iter 47: observed MAE=0.006546 rank=864 [SoftImpute] Iter 48: observed MAE=0.006545 rank=861 [SoftImpute] Iter 49: observed MAE=0.006544 rank=860 [SoftImpute] Iter 50: observed MAE=0.006542 rank=857 [SoftImpute] Iter 51: observed MAE=0.006541 rank=855 [SoftImpute] Iter 52: observed MAE=0.006540 rank=853 [SoftImpute] Iter 53: observed MAE=0.006538 rank=851 [SoftImpute] Iter 54: observed MAE=0.006537 rank=850 [SoftImpute] Iter 55: observed MAE=0.006535 rank=848 [SoftImpute] Iter 56: observed MAE=0.006534 rank=846 [SoftImpute] Iter 57: observed MAE=0.006533 rank=844 [SoftImpute] Iter 58: observed MAE=0.006532 rank=843 [SoftImpute] Iter 59: observed MAE=0.006530 rank=841 [SoftImpute] Iter 60: observed MAE=0.006529 rank=839 [SoftImpute] Iter 61: observed MAE=0.006528 rank=838 [SoftImpute] Iter 62: observed MAE=0.006527 rank=836 [SoftImpute] Iter 63: observed MAE=0.006525 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1465 missing, elapsed time: 4.065 Imputing row 101/943 with 1627 missing, elapsed time: 5.558 Imputing row 201/943 with 1368 missing, elapsed time: 7.069 Imputing row 301/943 with 1453 missing, elapsed time: 8.555 Imputing row 401/943 with 1555 missing, elapsed time: 10.025 Imputing row 501/943 with 1627 missing, elapsed time: 11.511 Imputing row 601/943 with 1557 missing, elapsed time: 13.017 Imputing row 701/943 with 1658 missing, elapsed time: 14.514 Imputing row 801/943 with 1662 missing, elapsed time: 16.036 Imputing row 901/943 with 1580 missing, elapsed time: 17.532 [KNN] Warning: 33783/1586126 still missing after imputation, replacing with 0 ########### perturbation 33 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216859.5 tau: 0.0854436 beta: 0.06984644 diff Inf Iteration: 2 ELBO: -130565.5 tau: 0.707103 beta: 0.108426 diff 0.3979257 Iteration: 3 ELBO: -114690.5 tau: 1.099039 beta: 0.4159866 diff 0.1215869 Iteration: 4 ELBO: -112937 tau: 1.15454 beta: 0.8579524 diff 0.01528879 Iteration: 5 ELBO: -112566.9 tau: 1.163237 beta: 1.153667 diff 0.003277301 Iteration: 6 ELBO: -112488.1 tau: 1.164259 beta: 1.318625 diff 0.0006998206 Iteration: 7 ELBO: -112471.3 tau: 1.164076 beta: 1.405422 diff 0.0001492226 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108523.8 tau: 1.20318 beta: 1.88335 diff Inf Iteration: 2 ELBO: -107580.7 tau: 1.209496 beta: 2.151701 diff 0.008690562 Iteration: 3 ELBO: -107125 tau: 1.222603 beta: 2.490112 diff 0.004235473 Iteration: 4 ELBO: -106568.3 tau: 1.243124 beta: 2.845236 diff 0.005197445 Iteration: 5 ELBO: -106081 tau: 1.261674 beta: 3.294564 diff 0.004572555 Iteration: 6 ELBO: -105821.3 tau: 1.271063 beta: 3.85264 diff 0.002448238 Iteration: 7 ELBO: -105690.8 tau: 1.274914 beta: 4.485882 diff 0.001232875 Iteration: 8 ELBO: -105612.8 tau: 1.27654 beta: 5.176015 diff 0.0007381957 Iteration: 9 ELBO: -105558.3 tau: 1.277238 beta: 5.920236 diff 0.0005153997 Iteration: 10 ELBO: -105516.3 tau: 1.277526 beta: 6.716507 diff 0.0003987516 Iteration: 11 ELBO: -105482 tau: 1.277613 beta: 7.561285 diff 0.0003249494 Iteration: 12 ELBO: -105453.2 tau: 1.277592 beta: 8.450132 diff 0.0002722437 Iteration: 13 ELBO: -105428.8 tau: 1.277512 beta: 9.377396 diff 0.0002315371 Iteration: 14 ELBO: -105408 tau: 1.277399 beta: 10.33631 diff 0.0001979376 Iteration: 15 ELBO: -105390.1 tau: 1.277267 beta: 11.31929 diff 0.0001692243 Iteration: 16 ELBO: -105374.9 tau: 1.277121 beta: 12.31821 diff 0.0001443668 Iteration: 17 ELBO: -105362 tau: 1.276968 beta: 13.3247 diff 0.000122781 Iteration: 18 ELBO: -105351 tau: 1.276811 beta: 14.33043 diff 0.0001040565 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105215.1 tau: 1.307656 beta: 1.889189 diff Inf Iteration: 2 ELBO: -104255.1 tau: 1.313772 beta: 2.183962 diff 0.009124889 Iteration: 3 ELBO: -103889.8 tau: 1.324419 beta: 2.590811 diff 0.003503769 Iteration: 4 ELBO: -103621.6 tau: 1.334193 beta: 3.104063 diff 0.002581057 Iteration: 5 ELBO: -103436.6 tau: 1.340183 beta: 3.757192 diff 0.001785284 Iteration: 6 ELBO: -103299.8 tau: 1.343633 beta: 4.570307 diff 0.001323038 Iteration: 7 ELBO: -103188.1 tau: 1.345873 beta: 5.555514 diff 0.001080895 Iteration: 8 ELBO: -103093 tau: 1.347529 beta: 6.714948 diff 0.0009214732 Iteration: 9 ELBO: -103013.3 tau: 1.348766 beta: 8.041279 diff 0.0007737055 Iteration: 10 ELBO: -102948.9 tau: 1.349574 beta: 9.524063 diff 0.0006252847 Iteration: 11 ELBO: -102897.8 tau: 1.349995 beta: 11.15226 diff 0.0004961425 Iteration: 12 ELBO: -102857.1 tau: 1.350136 beta: 12.91346 diff 0.0003958159 Iteration: 13 ELBO: -102824.2 tau: 1.350094 beta: 14.79347 diff 0.0003197856 Iteration: 14 ELBO: -102797.3 tau: 1.349938 beta: 16.77669 diff 0.0002612759 Iteration: 15 ELBO: -102775.2 tau: 1.34971 beta: 18.84651 diff 0.0002153181 Iteration: 16 ELBO: -102756.8 tau: 1.349439 beta: 20.98568 diff 0.0001786066 Iteration: 17 ELBO: -102741.5 tau: 1.349142 beta: 23.17666 diff 0.0001488973 Iteration: 18 ELBO: -102728.7 tau: 1.348832 beta: 25.40213 diff 0.0001246132 Iteration: 19 ELBO: -102718 tau: 1.348516 beta: 27.64547 diff 0.0001046124 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103193.8 tau: 1.376826 beta: 1.837665 diff Inf Iteration: 2 ELBO: -102234.5 tau: 1.383927 beta: 2.119251 diff 0.00929636 Iteration: 3 ELBO: -101920.5 tau: 1.392709 beta: 2.542946 diff 0.003071331 Iteration: 4 ELBO: -101720.6 tau: 1.399376 beta: 3.087073 diff 0.001961233 Iteration: 5 ELBO: -101585.8 tau: 1.40306 beta: 3.765002 diff 0.001325005 Iteration: 6 ELBO: -101486.3 tau: 1.404927 beta: 4.589402 diff 0.0009797546 Iteration: 7 ELBO: -101406.8 tau: 1.405858 beta: 5.569306 diff 0.0007834696 Iteration: 8 ELBO: -101340 tau: 1.406312 beta: 6.711383 diff 0.0006580363 Iteration: 9 ELBO: -101282.4 tau: 1.406512 beta: 8.020386 diff 0.0005684474 Iteration: 10 ELBO: -101232 tau: 1.406568 beta: 9.499324 diff 0.0004980176 Iteration: 11 ELBO: -101187.5 tau: 1.406532 beta: 11.14939 diff 0.000439413 Iteration: 12 ELBO: -101148 tau: 1.406437 beta: 12.96969 diff 0.0003908615 Iteration: 13 ELBO: -101112.4 tau: 1.406314 beta: 14.95666 diff 0.0003520838 Iteration: 14 ELBO: -101079.8 tau: 1.406197 beta: 17.10288 diff 0.0003218512 Iteration: 15 ELBO: -101049.7 tau: 1.406114 beta: 19.39566 diff 0.000297996 Iteration: 16 ELBO: -101021.6 tau: 1.406086 beta: 21.81573 diff 0.0002780795 Iteration: 17 ELBO: -100995.3 tau: 1.406124 beta: 24.33667 diff 0.000259865 Iteration: 18 ELBO: -100970.9 tau: 1.406225 beta: 26.9257 diff 0.000241707 Iteration: 19 ELBO: -100948.4 tau: 1.406381 beta: 29.5461 diff 0.0002228637 Iteration: 20 ELBO: -100927.9 tau: 1.406579 beta: 32.16072 diff 0.0002035616 Iteration: 21 ELBO: -100909.2 tau: 1.406807 beta: 34.73562 diff 0.0001847496 Iteration: 22 ELBO: -100892.3 tau: 1.407059 beta: 37.24227 diff 0.0001676371 Iteration: 23 ELBO: -100876.9 tau: 1.407334 beta: 39.65798 diff 0.0001532148 Iteration: 24 ELBO: -100862.5 tau: 1.407635 beta: 41.96471 diff 0.0001419673 Iteration: 25 ELBO: -100849 tau: 1.407968 beta: 44.14757 diff 0.0001338511 Iteration: 26 ELBO: -100836.1 tau: 1.40834 beta: 46.19369 diff 0.0001284339 Iteration: 27 ELBO: -100823.5 tau: 1.408754 beta: 48.09203 diff 0.0001250436 Iteration: 28 ELBO: -100811.1 tau: 1.40921 beta: 49.83399 diff 0.0001228459 Iteration: 29 ELBO: -100798.9 tau: 1.409702 beta: 51.41478 diff 0.0001208678 Iteration: 30 ELBO: -100787 tau: 1.410218 beta: 52.83495 diff 0.0001180468 Iteration: 31 ELBO: -100775.6 tau: 1.410739 beta: 54.10148 diff 0.0001133883 Iteration: 32 ELBO: -100764.9 tau: 1.411241 beta: 55.22745 diff 0.0001062385 After 33 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101410.7 tau: 1.440187 beta: 1.837051 diff Inf Iteration: 2 ELBO: -100466.2 tau: 1.447639 beta: 2.112347 diff 0.009313337 Iteration: 3 ELBO: -100170.6 tau: 1.455511 beta: 2.543352 diff 0.002942577 Iteration: 4 ELBO: -99971.06 tau: 1.461726 beta: 3.11298 diff 0.00199188 Iteration: 5 ELBO: -99821.52 tau: 1.465801 beta: 3.82812 diff 0.00149575 Iteration: 6 ELBO: -99703.19 tau: 1.468458 beta: 4.696115 diff 0.001185456 Iteration: 7 ELBO: -99606.4 tau: 1.470228 beta: 5.722345 diff 0.0009707739 Iteration: 8 ELBO: -99525.63 tau: 1.471431 beta: 6.909379 diff 0.0008108773 Iteration: 9 ELBO: -99457.74 tau: 1.472231 beta: 8.258204 diff 0.0006821473 Iteration: 10 ELBO: -99400.65 tau: 1.472709 beta: 9.770119 diff 0.0005740436 Iteration: 11 ELBO: -99352.61 tau: 1.472917 beta: 11.44725 diff 0.0004832877 Iteration: 12 ELBO: -99312 tau: 1.472908 beta: 13.29179 diff 0.0004086909 Iteration: 13 ELBO: -99277.38 tau: 1.472733 beta: 15.30516 diff 0.0003486553 Iteration: 14 ELBO: -99247.52 tau: 1.472441 beta: 17.48737 diff 0.0003007964 Iteration: 15 ELBO: -99221.47 tau: 1.472075 beta: 19.8366 diff 0.0002624508 Iteration: 16 ELBO: -99198.53 tau: 1.471665 beta: 22.34873 diff 0.0002311614 Iteration: 17 ELBO: -99178.2 tau: 1.471233 beta: 25.01703 diff 0.0002049508 Iteration: 18 ELBO: -99160.11 tau: 1.470793 beta: 27.83184 diff 0.0001824512 Iteration: 19 ELBO: -99143.96 tau: 1.470356 beta: 30.77983 diff 0.0001628313 Iteration: 20 ELBO: -99129.53 tau: 1.469932 beta: 33.84307 diff 0.0001455197 Iteration: 21 ELBO: -99116.65 tau: 1.469532 beta: 36.99823 diff 0.0001299201 Iteration: 22 ELBO: -99105.23 tau: 1.469161 beta: 40.21795 diff 0.0001153056 Iteration: 23 ELBO: -99095.21 tau: 1.468815 beta: 43.47529 diff 0.0001010192 After 24 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99947.68 tau: 1.495463 beta: 1.828308 diff Inf Iteration: 2 ELBO: -98987.39 tau: 1.501963 beta: 2.125946 diff 0.00960792 Iteration: 3 ELBO: -98677.21 tau: 1.510497 beta: 2.584505 diff 0.003133477 Iteration: 4 ELBO: -98486.43 tau: 1.516366 beta: 3.196057 diff 0.001933385 Iteration: 5 ELBO: -98351.89 tau: 1.519444 beta: 3.973611 diff 0.001366153 Iteration: 6 ELBO: -98245.22 tau: 1.521177 beta: 4.928749 diff 0.00108454 Iteration: 7 ELBO: -98156.28 tau: 1.522265 beta: 6.072022 diff 0.0009052541 Iteration: 8 ELBO: -98080.78 tau: 1.522978 beta: 7.412387 diff 0.0007691746 Iteration: 9 ELBO: -98016.12 tau: 1.523438 beta: 8.955935 diff 0.0006592715 Iteration: 10 ELBO: -97960.27 tau: 1.523725 beta: 10.70521 diff 0.0005698481 Iteration: 11 ELBO: -97911.56 tau: 1.5239 beta: 12.65874 diff 0.0004971725 Iteration: 12 ELBO: -97868.67 tau: 1.524008 beta: 14.8106 diff 0.0004381324 Iteration: 13 ELBO: -97830.5 tau: 1.524079 beta: 17.15059 diff 0.0003899552 Iteration: 14 ELBO: -97796.24 tau: 1.52413 beta: 19.66553 diff 0.0003502134 Iteration: 15 ELBO: -97765.23 tau: 1.52417 beta: 22.34094 diff 0.0003170848 Iteration: 16 ELBO: -97736.96 tau: 1.524201 beta: 25.16213 diff 0.0002892078 Iteration: 17 ELBO: -97711.02 tau: 1.524227 beta: 28.11446 diff 0.0002653305 Iteration: 18 ELBO: -97687.16 tau: 1.524249 beta: 31.18319 diff 0.0002442277 Iteration: 19 ELBO: -97665.2 tau: 1.524266 beta: 34.35302 diff 0.000224831 Iteration: 20 ELBO: -97645.04 tau: 1.524277 beta: 37.60791 diff 0.0002063741 Iteration: 21 ELBO: -97626.64 tau: 1.52428 beta: 40.93092 diff 0.0001884304 Iteration: 22 ELBO: -97609.97 tau: 1.524271 beta: 44.30424 diff 0.0001707983 Iteration: 23 ELBO: -97595 tau: 1.524248 beta: 47.70923 diff 0.000153341 Iteration: 24 ELBO: -97581.73 tau: 1.524207 beta: 51.12729 diff 0.0001359546 Iteration: 25 ELBO: -97570.15 tau: 1.524141 beta: 54.54107 diff 0.0001187078 Iteration: 26 ELBO: -97560.2 tau: 1.524044 beta: 57.9358 diff 0.0001019658 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98457.73 tau: 1.551794 beta: 1.869366 diff Inf Iteration: 2 ELBO: -97540.01 tau: 1.55722 beta: 2.1947 diff 0.009320917 Iteration: 3 ELBO: -97243.1 tau: 1.564974 beta: 2.683431 diff 0.003044019 Iteration: 4 ELBO: -97044.51 tau: 1.571474 beta: 3.313665 diff 0.002042215 Iteration: 5 ELBO: -96902.38 tau: 1.575404 beta: 4.096039 diff 0.001464534 Iteration: 6 ELBO: -96792.13 tau: 1.577739 beta: 5.042307 diff 0.001137748 Iteration: 7 ELBO: -96702.51 tau: 1.57919 beta: 6.162322 diff 0.0009259401 Iteration: 8 ELBO: -96628.09 tau: 1.580108 beta: 7.462729 diff 0.0007694913 Iteration: 9 ELBO: -96565.82 tau: 1.580669 beta: 8.945701 diff 0.0006445081 Iteration: 10 ELBO: -96513.66 tau: 1.580971 beta: 10.60841 diff 0.0005401183 Iteration: 11 ELBO: -96470.07 tau: 1.581068 beta: 12.44323 diff 0.0004516307 Iteration: 12 ELBO: -96433.7 tau: 1.581002 beta: 14.43831 diff 0.0003770657 Iteration: 13 ELBO: -96403.33 tau: 1.58081 beta: 16.57835 diff 0.0003149306 Iteration: 14 ELBO: -96377.92 tau: 1.580521 beta: 18.8456 diff 0.0002635298 Iteration: 15 ELBO: -96356.61 tau: 1.580162 beta: 21.22105 diff 0.0002211348 Iteration: 16 ELBO: -96338.67 tau: 1.579753 beta: 23.68545 diff 0.0001862182 Iteration: 17 ELBO: -96323.49 tau: 1.57931 beta: 26.22028 diff 0.0001575147 Iteration: 18 ELBO: -96310.59 tau: 1.578846 beta: 28.8084 diff 0.0001339771 Iteration: 19 ELBO: -96299.54 tau: 1.57837 beta: 31.43439 diff 0.0001147233 After 20 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97060.71 tau: 1.606642 beta: 1.894033 diff Inf Iteration: 2 ELBO: -96156.7 tau: 1.611009 beta: 2.254805 diff 0.009313832 Iteration: 3 ELBO: -95857.07 tau: 1.618801 beta: 2.797352 diff 0.003116049 Iteration: 4 ELBO: -95649.39 tau: 1.62583 beta: 3.508015 diff 0.002166588 Iteration: 5 ELBO: -95494.82 tau: 1.630387 beta: 4.407854 diff 0.001616024 Iteration: 6 ELBO: -95371.3 tau: 1.6333 beta: 5.518964 diff 0.001293401 Iteration: 7 ELBO: -95269.3 tau: 1.635217 beta: 6.859271 diff 0.001069481 Iteration: 8 ELBO: -95183.95 tau: 1.636486 beta: 8.442156 diff 0.0008958759 Iteration: 9 ELBO: -95112.17 tau: 1.6373 beta: 10.27628 diff 0.0007542068 Iteration: 10 ELBO: -95051.66 tau: 1.637785 beta: 12.36455 diff 0.000636157 Iteration: 11 ELBO: -95000.74 tau: 1.638023 beta: 14.70412 diff 0.0005357122 Iteration: 12 ELBO: -94958.05 tau: 1.638063 beta: 17.28787 diff 0.0004493554 Iteration: 13 ELBO: -94922.32 tau: 1.637941 beta: 20.10542 diff 0.0003762884 Iteration: 14 ELBO: -94892.34 tau: 1.637695 beta: 23.14315 diff 0.0003157897 Iteration: 15 ELBO: -94867.09 tau: 1.63736 beta: 26.38428 diff 0.0002661201 Iteration: 16 ELBO: -94845.72 tau: 1.636964 beta: 29.80932 diff 0.0002252902 Iteration: 17 ELBO: -94827.55 tau: 1.636529 beta: 33.39652 diff 0.0001915479 Iteration: 18 ELBO: -94812.05 tau: 1.636071 beta: 37.12254 diff 0.0001634584 Iteration: 19 ELBO: -94798.79 tau: 1.635603 beta: 40.96314 diff 0.00013989 Iteration: 20 ELBO: -94787.41 tau: 1.635131 beta: 44.89396 diff 0.0001199753 Iteration: 21 ELBO: -94777.64 tau: 1.634661 beta: 48.89121 diff 0.0001030603 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95698.23 tau: 1.662701 beta: 1.887285 diff Inf Iteration: 2 ELBO: -94799.13 tau: 1.667086 beta: 2.248337 diff 0.009395171 Iteration: 3 ELBO: -94505.44 tau: 1.674876 beta: 2.784461 diff 0.003097978 Iteration: 4 ELBO: -94307.53 tau: 1.681579 beta: 3.478718 diff 0.002094186 Iteration: 5 ELBO: -94165.21 tau: 1.685482 beta: 4.359452 diff 0.00150915 Iteration: 6 ELBO: -94054.31 tau: 1.687594 beta: 5.45464 diff 0.001177757 Iteration: 7 ELBO: -93963.06 tau: 1.688793 beta: 6.785892 diff 0.0009700943 Iteration: 8 ELBO: -93886.47 tau: 1.689466 beta: 8.370943 diff 0.0008151574 Iteration: 9 ELBO: -93821.62 tau: 1.689785 beta: 10.22315 diff 0.0006907145 Iteration: 10 ELBO: -93766.39 tau: 1.689859 beta: 12.34997 diff 0.000588698 Iteration: 11 ELBO: -93719.2 tau: 1.689763 beta: 14.75217 diff 0.0005032442 Iteration: 12 ELBO: -93678.85 tau: 1.689545 beta: 17.42402 diff 0.0004305909 Iteration: 13 ELBO: -93644.32 tau: 1.689238 beta: 20.35405 diff 0.0003685721 Iteration: 14 ELBO: -93614.74 tau: 1.688866 beta: 23.5261 diff 0.00031582 Iteration: 15 ELBO: -93589.35 tau: 1.688448 beta: 26.92041 diff 0.0002712525 Iteration: 16 ELBO: -93567.47 tau: 1.688002 beta: 30.51464 diff 0.0002338408 Iteration: 17 ELBO: -93548.51 tau: 1.68754 beta: 34.28475 diff 0.0002025633 Iteration: 18 ELBO: -93532.01 tau: 1.687076 beta: 38.20578 diff 0.0001764432 Iteration: 19 ELBO: -93517.55 tau: 1.686618 beta: 42.25239 diff 0.0001545978 Iteration: 20 ELBO: -93504.8 tau: 1.686174 beta: 46.39925 diff 0.0001362649 Iteration: 21 ELBO: -93493.51 tau: 1.685749 beta: 50.62133 diff 0.000120806 Iteration: 22 ELBO: -93483.44 tau: 1.685349 beta: 54.89405 diff 0.0001076929 After 23 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 515.503884 [SoftImpute] Iter 1: observed MAE=0.006663 rank=943 [SoftImpute] Iter 2: observed MAE=0.006570 rank=943 [SoftImpute] Iter 3: observed MAE=0.006571 rank=943 [SoftImpute] Iter 4: observed MAE=0.006571 rank=943 [SoftImpute] Iter 5: observed MAE=0.006572 rank=943 [SoftImpute] Iter 6: observed MAE=0.006572 rank=943 [SoftImpute] Iter 7: observed MAE=0.006572 rank=942 [SoftImpute] Iter 8: observed MAE=0.006573 rank=941 [SoftImpute] Iter 9: observed MAE=0.006573 rank=940 [SoftImpute] Iter 10: observed MAE=0.006573 rank=938 [SoftImpute] Iter 11: observed MAE=0.006573 rank=936 [SoftImpute] Iter 12: observed MAE=0.006573 rank=935 [SoftImpute] Iter 13: observed MAE=0.006572 rank=933 [SoftImpute] Iter 14: observed MAE=0.006572 rank=931 [SoftImpute] Iter 15: observed MAE=0.006572 rank=928 [SoftImpute] Iter 16: observed MAE=0.006571 rank=927 [SoftImpute] Iter 17: observed MAE=0.006571 rank=925 [SoftImpute] Iter 18: observed MAE=0.006571 rank=923 [SoftImpute] Iter 19: observed MAE=0.006570 rank=921 [SoftImpute] Iter 20: observed MAE=0.006570 rank=919 [SoftImpute] Iter 21: observed MAE=0.006569 rank=917 [SoftImpute] Iter 22: observed MAE=0.006569 rank=915 [SoftImpute] Iter 23: observed MAE=0.006568 rank=912 [SoftImpute] Iter 24: observed MAE=0.006567 rank=910 [SoftImpute] Iter 25: observed MAE=0.006566 rank=908 [SoftImpute] Iter 26: observed MAE=0.006566 rank=907 [SoftImpute] Iter 27: observed MAE=0.006565 rank=905 [SoftImpute] Iter 28: observed MAE=0.006564 rank=902 [SoftImpute] Iter 29: observed MAE=0.006564 rank=901 [SoftImpute] Iter 30: observed MAE=0.006563 rank=898 [SoftImpute] Iter 31: observed MAE=0.006562 rank=896 [SoftImpute] Iter 32: observed MAE=0.006561 rank=894 [SoftImpute] Iter 33: observed MAE=0.006560 rank=892 [SoftImpute] Iter 34: observed MAE=0.006559 rank=890 [SoftImpute] Iter 35: observed MAE=0.006558 rank=888 [SoftImpute] Iter 36: observed MAE=0.006557 rank=886 [SoftImpute] Iter 37: observed MAE=0.006556 rank=884 [SoftImpute] Iter 38: observed MAE=0.006555 rank=882 [SoftImpute] Iter 39: observed MAE=0.006554 rank=880 [SoftImpute] Iter 40: observed MAE=0.006553 rank=878 [SoftImpute] Iter 41: observed MAE=0.006552 rank=877 [SoftImpute] Iter 42: observed MAE=0.006551 rank=874 [SoftImpute] Iter 43: observed MAE=0.006550 rank=872 [SoftImpute] Iter 44: observed MAE=0.006548 rank=870 [SoftImpute] Iter 45: observed MAE=0.006547 rank=868 [SoftImpute] Iter 46: observed MAE=0.006546 rank=865 [SoftImpute] Iter 47: observed MAE=0.006544 rank=863 [SoftImpute] Iter 48: observed MAE=0.006543 rank=861 [SoftImpute] Iter 49: observed MAE=0.006542 rank=859 [SoftImpute] Iter 50: observed MAE=0.006540 rank=858 [SoftImpute] Iter 51: observed MAE=0.006539 rank=857 [SoftImpute] Iter 52: observed MAE=0.006538 rank=853 [SoftImpute] Iter 53: observed MAE=0.006537 rank=852 [SoftImpute] Iter 54: observed MAE=0.006535 rank=850 [SoftImpute] Iter 55: observed MAE=0.006534 rank=848 [SoftImpute] Iter 56: observed MAE=0.006532 rank=847 [SoftImpute] Iter 57: observed MAE=0.006531 rank=844 [SoftImpute] Iter 58: observed MAE=0.006530 rank=843 [SoftImpute] Iter 59: observed MAE=0.006528 rank=841 [SoftImpute] Iter 60: observed MAE=0.006527 rank=839 [SoftImpute] Iter 61: observed MAE=0.006525 rank=837 [SoftImpute] Iter 62: observed MAE=0.006524 rank=836 [SoftImpute] Iter 63: observed MAE=0.006523 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1463 missing, elapsed time: 4.071 Imputing row 101/943 with 1626 missing, elapsed time: 5.568 Imputing row 201/943 with 1347 missing, elapsed time: 7.097 Imputing row 301/943 with 1454 missing, elapsed time: 8.590 Imputing row 401/943 with 1550 missing, elapsed time: 10.091 Imputing row 501/943 with 1630 missing, elapsed time: 11.592 Imputing row 601/943 with 1561 missing, elapsed time: 13.100 Imputing row 701/943 with 1654 missing, elapsed time: 14.603 Imputing row 801/943 with 1661 missing, elapsed time: 16.118 Imputing row 901/943 with 1581 missing, elapsed time: 17.620 [KNN] Warning: 46436/1586126 still missing after imputation, replacing with 0 ########### perturbation 34 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216689 tau: 0.08585863 beta: 0.06747392 diff Inf Iteration: 2 ELBO: -131035.3 tau: 0.6986671 beta: 0.1082797 diff 0.395284 Iteration: 3 ELBO: -114897.4 tau: 1.092573 beta: 0.4215563 diff 0.1231569 Iteration: 4 ELBO: -113017 tau: 1.151621 beta: 0.8706726 diff 0.01636639 Iteration: 5 ELBO: -112615.2 tau: 1.161416 beta: 1.169004 diff 0.003555103 Iteration: 6 ELBO: -112530.1 tau: 1.162707 beta: 1.333803 diff 0.0007553711 Iteration: 7 ELBO: -112512.3 tau: 1.162594 beta: 1.419634 diff 0.000158354 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108566.4 tau: 1.202179 beta: 1.867397 diff Inf Iteration: 2 ELBO: -107614.4 tau: 1.20918 beta: 2.119828 diff 0.008769144 Iteration: 3 ELBO: -107149.4 tau: 1.222609 beta: 2.428393 diff 0.004321488 Iteration: 4 ELBO: -106546.6 tau: 1.244821 beta: 2.741303 diff 0.005625786 Iteration: 5 ELBO: -106046.6 tau: 1.263838 beta: 3.187789 diff 0.004691992 Iteration: 6 ELBO: -105796.9 tau: 1.272697 beta: 3.760231 diff 0.002355369 Iteration: 7 ELBO: -105675.1 tau: 1.276077 beta: 4.411503 diff 0.001150645 Iteration: 8 ELBO: -105604 tau: 1.277333 beta: 5.118245 diff 0.0006729814 Iteration: 9 ELBO: -105553.9 tau: 1.277803 beta: 5.872941 diff 0.0004740418 Iteration: 10 ELBO: -105514.4 tau: 1.277965 beta: 6.673275 diff 0.0003746363 Iteration: 11 ELBO: -105481.3 tau: 1.277993 beta: 7.517503 diff 0.0003132235 Iteration: 12 ELBO: -105453.1 tau: 1.277955 beta: 8.402845 diff 0.0002681843 Iteration: 13 ELBO: -105428.6 tau: 1.277878 beta: 9.325044 diff 0.000231532 Iteration: 14 ELBO: -105407.5 tau: 1.277777 beta: 10.27842 diff 0.0002001254 Iteration: 15 ELBO: -105389.4 tau: 1.27766 beta: 11.25614 diff 0.0001726179 Iteration: 16 ELBO: -105373.7 tau: 1.277533 beta: 12.2505 diff 0.0001483502 Iteration: 17 ELBO: -105360.3 tau: 1.277399 beta: 13.25337 diff 0.0001269365 Iteration: 18 ELBO: -105349 tau: 1.27726 beta: 14.25643 diff 0.0001081039 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105200.5 tau: 1.308449 beta: 1.878392 diff Inf Iteration: 2 ELBO: -104251.9 tau: 1.313703 beta: 2.183482 diff 0.009016495 Iteration: 3 ELBO: -103901.2 tau: 1.323478 beta: 2.612792 diff 0.003364151 Iteration: 4 ELBO: -103638.5 tau: 1.332677 beta: 3.167383 diff 0.002528627 Iteration: 5 ELBO: -103439.6 tau: 1.339007 beta: 3.864009 diff 0.001918727 Iteration: 6 ELBO: -103275.1 tau: 1.343725 beta: 4.702858 diff 0.001590737 Iteration: 7 ELBO: -103142.1 tau: 1.347204 beta: 5.690233 diff 0.001287872 Iteration: 8 ELBO: -103040.6 tau: 1.34946 beta: 6.829151 diff 0.0009836301 Iteration: 9 ELBO: -102964.1 tau: 1.350756 beta: 8.11938 diff 0.0007424649 Iteration: 10 ELBO: -102905.1 tau: 1.351432 beta: 9.55519 diff 0.0005735942 Iteration: 11 ELBO: -102858.5 tau: 1.351728 beta: 11.12682 diff 0.0004529626 Iteration: 12 ELBO: -102821.2 tau: 1.351773 beta: 12.82371 diff 0.0003625659 Iteration: 13 ELBO: -102790.9 tau: 1.351652 beta: 14.63469 diff 0.0002943714 Iteration: 14 ELBO: -102766 tau: 1.351427 beta: 16.54755 diff 0.0002421245 Iteration: 15 ELBO: -102745.3 tau: 1.351135 beta: 18.54912 diff 0.0002010934 Iteration: 16 ELBO: -102728.1 tau: 1.350805 beta: 20.62544 diff 0.0001682132 Iteration: 17 ELBO: -102713.5 tau: 1.350453 beta: 22.76216 diff 0.0001414911 Iteration: 18 ELBO: -102701.2 tau: 1.35009 beta: 24.94484 diff 0.0001195497 Iteration: 19 ELBO: -102690.8 tau: 1.349727 beta: 27.15933 diff 0.0001013872 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103166.3 tau: 1.377088 beta: 1.873802 diff Inf Iteration: 2 ELBO: -102217.7 tau: 1.383042 beta: 2.186103 diff 0.009194339 Iteration: 3 ELBO: -101889.3 tau: 1.392309 beta: 2.638505 diff 0.003213154 Iteration: 4 ELBO: -101672.1 tau: 1.399935 beta: 3.202283 diff 0.002131709 Iteration: 5 ELBO: -101522.4 tau: 1.404509 beta: 3.888266 diff 0.001472365 Iteration: 6 ELBO: -101410.3 tau: 1.407149 beta: 4.710398 diff 0.001104173 Iteration: 7 ELBO: -101319.6 tau: 1.408788 beta: 5.677544 diff 0.0008942548 Iteration: 8 ELBO: -101241.8 tau: 1.409945 beta: 6.7942 diff 0.0007675757 Iteration: 9 ELBO: -101171.9 tau: 1.410905 beta: 8.060759 diff 0.0006903522 Iteration: 10 ELBO: -101106.6 tau: 1.411846 beta: 9.472622 diff 0.0006463369 Iteration: 11 ELBO: -101043.5 tau: 1.412887 beta: 11.01927 diff 0.0006236466 Iteration: 12 ELBO: -100982.1 tau: 1.414078 beta: 12.68518 diff 0.0006076777 Iteration: 13 ELBO: -100923.5 tau: 1.415381 beta: 14.44929 diff 0.0005801108 Iteration: 14 ELBO: -100870.3 tau: 1.416679 beta: 16.28188 diff 0.0005275942 Iteration: 15 ELBO: -100824.9 tau: 1.417827 beta: 18.14916 diff 0.0004495284 Iteration: 16 ELBO: -100788.8 tau: 1.418707 beta: 20.02228 diff 0.0003584615 Iteration: 17 ELBO: -100761.4 tau: 1.419279 beta: 21.88171 diff 0.0002717374 Iteration: 18 ELBO: -100741.1 tau: 1.419581 beta: 23.71598 diff 0.0002009864 Iteration: 19 ELBO: -100726.2 tau: 1.419682 beta: 25.51826 diff 0.000148687 Iteration: 20 ELBO: -100714.9 tau: 1.41965 beta: 27.2837 diff 0.0001117454 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101130.9 tau: 1.450118 beta: 1.853878 diff Inf Iteration: 2 ELBO: -100184.1 tau: 1.45735 beta: 2.139682 diff 0.009362597 Iteration: 3 ELBO: -99866.39 tau: 1.466478 beta: 2.569238 diff 0.00317106 Iteration: 4 ELBO: -99662.81 tau: 1.473348 beta: 3.129432 diff 0.002038523 Iteration: 5 ELBO: -99522.11 tau: 1.477262 beta: 3.830686 diff 0.001411734 Iteration: 6 ELBO: -99416.81 tau: 1.479357 beta: 4.685086 diff 0.001058059 Iteration: 7 ELBO: -99332.68 tau: 1.480455 beta: 5.705165 diff 0.0008462196 Iteration: 8 ELBO: -99262.37 tau: 1.481017 beta: 6.902591 diff 0.0007078883 Iteration: 9 ELBO: -99202.07 tau: 1.481281 beta: 8.286829 diff 0.0006074789 Iteration: 10 ELBO: -99149.7 tau: 1.481367 beta: 9.864499 diff 0.000527899 Iteration: 11 ELBO: -99103.94 tau: 1.481338 beta: 11.63924 diff 0.0004614956 Iteration: 12 ELBO: -99063.83 tau: 1.481227 beta: 13.61164 diff 0.0004047626 Iteration: 13 ELBO: -99028.6 tau: 1.481057 beta: 15.779 diff 0.0003556371 Iteration: 14 ELBO: -98997.64 tau: 1.480843 beta: 18.13528 diff 0.000312587 Iteration: 15 ELBO: -98970.47 tau: 1.480592 beta: 20.67118 diff 0.0002745249 Iteration: 16 ELBO: -98946.64 tau: 1.480314 beta: 23.37441 diff 0.0002407756 Iteration: 17 ELBO: -98925.77 tau: 1.480013 beta: 26.23009 diff 0.0002108996 Iteration: 18 ELBO: -98907.51 tau: 1.479697 beta: 29.22124 diff 0.0001845232 Iteration: 19 ELBO: -98891.56 tau: 1.479369 beta: 32.32951 diff 0.000161284 Iteration: 20 ELBO: -98877.63 tau: 1.479035 beta: 35.53598 diff 0.0001408519 Iteration: 21 ELBO: -98865.48 tau: 1.478696 beta: 38.82199 diff 0.0001229458 Iteration: 22 ELBO: -98854.87 tau: 1.478354 beta: 42.16979 diff 0.0001073228 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99661.87 tau: 1.506568 beta: 1.817679 diff Inf Iteration: 2 ELBO: -98736.87 tau: 1.51155 beta: 2.13236 diff 0.009281333 Iteration: 3 ELBO: -98442.9 tau: 1.518536 beta: 2.618516 diff 0.002977392 Iteration: 4 ELBO: -98243.94 tau: 1.524562 beta: 3.251144 diff 0.002021031 Iteration: 5 ELBO: -98097.83 tau: 1.528428 beta: 4.042455 diff 0.001487243 Iteration: 6 ELBO: -97984.79 tau: 1.530726 beta: 5.010344 diff 0.001152252 Iteration: 7 ELBO: -97893.36 tau: 1.532093 beta: 6.169738 diff 0.0009331142 Iteration: 8 ELBO: -97817.24 tau: 1.532917 beta: 7.530952 diff 0.0007775647 Iteration: 9 ELBO: -97752.88 tau: 1.533402 beta: 9.09993 diff 0.0006580131 Iteration: 10 ELBO: -97697.98 tau: 1.533654 beta: 10.87922 diff 0.000561652 Iteration: 11 ELBO: -97650.85 tau: 1.533739 beta: 12.86806 diff 0.0004823633 Iteration: 12 ELBO: -97610.16 tau: 1.533707 beta: 15.06121 diff 0.0004166657 Iteration: 13 ELBO: -97574.86 tau: 1.533599 beta: 17.44831 diff 0.0003616584 Iteration: 14 ELBO: -97544.13 tau: 1.533446 beta: 20.01419 diff 0.0003149152 Iteration: 15 ELBO: -97517.35 tau: 1.533268 beta: 22.73947 diff 0.0002745641 Iteration: 16 ELBO: -97494.02 tau: 1.533075 beta: 25.60157 diff 0.0002392109 Iteration: 17 ELBO: -97473.76 tau: 1.532873 beta: 28.57589 diff 0.0002078599 Iteration: 18 ELBO: -97456.23 tau: 1.532662 beta: 31.63708 diff 0.0001798601 Iteration: 19 ELBO: -97441.14 tau: 1.53244 beta: 34.76019 diff 0.0001548417 Iteration: 20 ELBO: -97428.21 tau: 1.532206 beta: 37.92166 diff 0.0001326253 Iteration: 21 ELBO: -97417.19 tau: 1.531957 beta: 41.0999 diff 0.0001131175 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98238.22 tau: 1.560493 beta: 1.864606 diff Inf Iteration: 2 ELBO: -97302.62 tau: 1.56686 beta: 2.179257 diff 0.009523827 Iteration: 3 ELBO: -97007.92 tau: 1.574655 beta: 2.671079 diff 0.003028628 Iteration: 4 ELBO: -96812.77 tau: 1.580794 beta: 3.324791 diff 0.002011782 Iteration: 5 ELBO: -96671.61 tau: 1.584422 beta: 4.154062 diff 0.001458054 Iteration: 6 ELBO: -96561.98 tau: 1.586444 beta: 5.175347 diff 0.001134021 Iteration: 7 ELBO: -96472.38 tau: 1.587578 beta: 6.404037 diff 0.0009279447 Iteration: 8 ELBO: -96396.82 tau: 1.588213 beta: 7.853184 diff 0.0007832285 Iteration: 9 ELBO: -96331.9 tau: 1.588551 beta: 9.532694 diff 0.0006734738 Iteration: 10 ELBO: -96275.49 tau: 1.588699 beta: 11.44912 diff 0.0005855508 Iteration: 11 ELBO: -96226.15 tau: 1.588714 beta: 13.60578 diff 0.0005124968 Iteration: 12 ELBO: -96182.82 tau: 1.588633 beta: 16.00271 diff 0.0004502536 Iteration: 13 ELBO: -96144.72 tau: 1.588479 beta: 18.63658 diff 0.0003961713 Iteration: 14 ELBO: -96111.21 tau: 1.588268 beta: 21.50071 diff 0.0003485039 Iteration: 15 ELBO: -96081.78 tau: 1.588009 beta: 24.58546 diff 0.0003061826 Iteration: 16 ELBO: -96055.97 tau: 1.587712 beta: 27.87898 diff 0.0002686096 Iteration: 17 ELBO: -96033.36 tau: 1.587381 beta: 31.36839 diff 0.0002354703 Iteration: 18 ELBO: -96013.52 tau: 1.587023 beta: 35.04083 diff 0.0002065693 Iteration: 19 ELBO: -95996.07 tau: 1.586643 beta: 38.88437 diff 0.0001817007 Iteration: 20 ELBO: -95980.66 tau: 1.586247 beta: 42.88838 diff 0.000160571 Iteration: 21 ELBO: -95966.95 tau: 1.58584 beta: 47.0434 diff 0.0001427733 Iteration: 22 ELBO: -95954.69 tau: 1.585429 beta: 51.34058 diff 0.0001278028 Iteration: 23 ELBO: -95943.64 tau: 1.585022 beta: 55.77073 diff 0.0001150989 Iteration: 24 ELBO: -95933.66 tau: 1.584623 beta: 60.32343 diff 0.0001040982 After 25 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96967.56 tau: 1.610206 beta: 1.902717 diff Inf Iteration: 2 ELBO: -96058.8 tau: 1.614489 beta: 2.269328 diff 0.009371785 Iteration: 3 ELBO: -95752.42 tau: 1.62292 beta: 2.805306 diff 0.003189507 Iteration: 4 ELBO: -95541.27 tau: 1.630558 beta: 3.48672 diff 0.00220517 Iteration: 5 ELBO: -95389.92 tau: 1.635349 beta: 4.330069 diff 0.001584187 Iteration: 6 ELBO: -95275.33 tau: 1.638094 beta: 5.354868 diff 0.001201211 Iteration: 7 ELBO: -95184.65 tau: 1.63963 beta: 6.576308 diff 0.0009518509 Iteration: 8 ELBO: -95110.69 tau: 1.64046 beta: 8.004721 diff 0.000776936 Iteration: 9 ELBO: -95049.46 tau: 1.640851 beta: 9.64597 diff 0.0006437823 Iteration: 10 ELBO: -94998.47 tau: 1.640943 beta: 11.50187 diff 0.0005364818 Iteration: 11 ELBO: -94955.88 tau: 1.640817 beta: 13.57018 diff 0.0004483243 Iteration: 12 ELBO: -94920.19 tau: 1.640534 beta: 15.84444 diff 0.000375901 Iteration: 13 ELBO: -94890.14 tau: 1.640137 beta: 18.31406 diff 0.0003165194 Iteration: 14 ELBO: -94864.73 tau: 1.639664 beta: 20.965 diff 0.0002678219 Iteration: 15 ELBO: -94843.12 tau: 1.639142 beta: 23.78039 diff 0.000227813 Iteration: 16 ELBO: -94824.64 tau: 1.638594 beta: 26.74117 diff 0.0001948169 Iteration: 17 ELBO: -94808.77 tau: 1.638035 beta: 29.82668 diff 0.000167417 Iteration: 18 ELBO: -94795.07 tau: 1.637479 beta: 33.01531 diff 0.0001444228 Iteration: 19 ELBO: -94783.24 tau: 1.636933 beta: 36.28541 diff 0.0001248745 Iteration: 20 ELBO: -94772.99 tau: 1.6364 beta: 39.61632 diff 0.000108067 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95658.56 tau: 1.664693 beta: 1.873167 diff Inf Iteration: 2 ELBO: -94742.78 tau: 1.670282 beta: 2.216197 diff 0.009573439 Iteration: 3 ELBO: -94452.54 tau: 1.677984 beta: 2.741466 diff 0.0030634 Iteration: 4 ELBO: -94256.17 tau: 1.684379 beta: 3.433272 diff 0.002079045 Iteration: 5 ELBO: -94110.02 tau: 1.688496 beta: 4.300737 diff 0.001550581 Iteration: 6 ELBO: -93994.57 tau: 1.691111 beta: 5.354624 diff 0.001226778 Iteration: 7 ELBO: -93900.64 tau: 1.692794 beta: 6.605606 diff 0.0009993185 Iteration: 8 ELBO: -93823.25 tau: 1.693842 beta: 8.063489 diff 0.0008241089 Iteration: 9 ELBO: -93759.16 tau: 1.694426 beta: 9.735851 diff 0.0006831615 Iteration: 10 ELBO: -93705.86 tau: 1.69466 beta: 11.62658 diff 0.000568454 Iteration: 11 ELBO: -93661.36 tau: 1.694632 beta: 13.73495 diff 0.0004748707 Iteration: 12 ELBO: -93624.05 tau: 1.694412 beta: 16.05533 diff 0.0003983331 Iteration: 13 ELBO: -93592.64 tau: 1.694054 beta: 18.57755 diff 0.000335501 Iteration: 14 ELBO: -93566.09 tau: 1.6936 beta: 21.28762 diff 0.0002837037 Iteration: 15 ELBO: -93543.56 tau: 1.69308 beta: 24.16863 diff 0.0002408394 Iteration: 16 ELBO: -93524.36 tau: 1.69252 beta: 27.20171 diff 0.0002052587 Iteration: 17 ELBO: -93507.93 tau: 1.691937 beta: 30.36709 diff 0.0001756611 Iteration: 18 ELBO: -93493.81 tau: 1.691343 beta: 33.64493 diff 0.0001510126 Iteration: 19 ELBO: -93481.61 tau: 1.690749 beta: 37.0162 diff 0.000130482 Iteration: 20 ELBO: -93471.01 tau: 1.690161 beta: 40.46331 diff 0.0001133932 After 21 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94374.49 tau: 1.719556 beta: 1.941548 diff Inf Iteration: 2 ELBO: -93483 tau: 1.723433 beta: 2.320566 diff 0.009446262 Iteration: 3 ELBO: -93216.4 tau: 1.729021 beta: 2.918857 diff 0.002851874 Iteration: 4 ELBO: -93036.21 tau: 1.733721 beta: 3.720239 diff 0.001933078 Iteration: 5 ELBO: -92896.73 tau: 1.736764 beta: 4.742705 diff 0.001499148 Iteration: 6 ELBO: -92781.04 tau: 1.738811 beta: 6.009706 diff 0.001245408 Iteration: 7 ELBO: -92682.15 tau: 1.740316 beta: 7.542791 diff 0.001065844 Iteration: 8 ELBO: -92596.63 tau: 1.741494 beta: 9.358529 diff 0.0009226482 Iteration: 9 ELBO: -92522.43 tau: 1.742445 beta: 11.46629 diff 0.0008013688 Iteration: 10 ELBO: -92458.18 tau: 1.74321 beta: 13.8674 diff 0.0006944603 Iteration: 11 ELBO: -92402.91 tau: 1.743795 beta: 16.55625 diff 0.0005977875 Iteration: 12 ELBO: -92355.69 tau: 1.744199 beta: 19.52185 diff 0.0005109653 Iteration: 13 ELBO: -92315.53 tau: 1.744435 beta: 22.74842 diff 0.0004349061 Iteration: 14 ELBO: -92281.42 tau: 1.744527 beta: 26.21562 diff 0.0003693947 Iteration: 15 ELBO: -92252.51 tau: 1.744499 beta: 29.8993 diff 0.0003132793 Iteration: 16 ELBO: -92228.04 tau: 1.744375 beta: 33.77259 diff 0.0002653303 Iteration: 17 ELBO: -92207.33 tau: 1.744174 beta: 37.80706 diff 0.0002245235 Iteration: 18 ELBO: -92189.81 tau: 1.743912 beta: 41.9738 diff 0.0001899867 Iteration: 19 ELBO: -92174.98 tau: 1.743605 beta: 46.24441 diff 0.000160922 Iteration: 20 ELBO: -92162.39 tau: 1.743265 beta: 50.59197 diff 0.0001365824 Iteration: 21 ELBO: -92151.67 tau: 1.742902 beta: 54.99182 diff 0.0001162834 After 22 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.257055 [SoftImpute] Iter 1: observed MAE=0.006664 rank=943 [SoftImpute] Iter 2: observed MAE=0.006574 rank=943 [SoftImpute] Iter 3: observed MAE=0.006575 rank=943 [SoftImpute] Iter 4: observed MAE=0.006575 rank=943 [SoftImpute] Iter 5: observed MAE=0.006576 rank=943 [SoftImpute] Iter 6: observed MAE=0.006576 rank=943 [SoftImpute] Iter 7: observed MAE=0.006576 rank=943 [SoftImpute] Iter 8: observed MAE=0.006577 rank=941 [SoftImpute] Iter 9: observed MAE=0.006577 rank=940 [SoftImpute] Iter 10: observed MAE=0.006577 rank=938 [SoftImpute] Iter 11: observed MAE=0.006577 rank=936 [SoftImpute] Iter 12: observed MAE=0.006577 rank=935 [SoftImpute] Iter 13: observed MAE=0.006577 rank=933 [SoftImpute] Iter 14: observed MAE=0.006577 rank=931 [SoftImpute] Iter 15: observed MAE=0.006576 rank=929 [SoftImpute] Iter 16: observed MAE=0.006576 rank=928 [SoftImpute] Iter 17: observed MAE=0.006576 rank=925 [SoftImpute] Iter 18: observed MAE=0.006575 rank=923 [SoftImpute] Iter 19: observed MAE=0.006575 rank=921 [SoftImpute] Iter 20: observed MAE=0.006574 rank=919 [SoftImpute] Iter 21: observed MAE=0.006574 rank=918 [SoftImpute] Iter 22: observed MAE=0.006573 rank=915 [SoftImpute] Iter 23: observed MAE=0.006573 rank=913 [SoftImpute] Iter 24: observed MAE=0.006572 rank=911 [SoftImpute] Iter 25: observed MAE=0.006571 rank=908 [SoftImpute] Iter 26: observed MAE=0.006570 rank=908 [SoftImpute] Iter 27: observed MAE=0.006570 rank=905 [SoftImpute] Iter 28: observed MAE=0.006569 rank=902 [SoftImpute] Iter 29: observed MAE=0.006568 rank=900 [SoftImpute] Iter 30: observed MAE=0.006567 rank=898 [SoftImpute] Iter 31: observed MAE=0.006566 rank=896 [SoftImpute] Iter 32: observed MAE=0.006565 rank=893 [SoftImpute] Iter 33: observed MAE=0.006564 rank=892 [SoftImpute] Iter 34: observed MAE=0.006563 rank=889 [SoftImpute] Iter 35: observed MAE=0.006562 rank=888 [SoftImpute] Iter 36: observed MAE=0.006562 rank=887 [SoftImpute] Iter 37: observed MAE=0.006561 rank=884 [SoftImpute] Iter 38: observed MAE=0.006559 rank=881 [SoftImpute] Iter 39: observed MAE=0.006558 rank=879 [SoftImpute] Iter 40: observed MAE=0.006557 rank=876 [SoftImpute] Iter 41: observed MAE=0.006556 rank=874 [SoftImpute] Iter 42: observed MAE=0.006555 rank=872 [SoftImpute] Iter 43: observed MAE=0.006553 rank=870 [SoftImpute] Iter 44: observed MAE=0.006552 rank=868 [SoftImpute] Iter 45: observed MAE=0.006551 rank=867 [SoftImpute] Iter 46: observed MAE=0.006550 rank=865 [SoftImpute] Iter 47: observed MAE=0.006549 rank=862 [SoftImpute] Iter 48: observed MAE=0.006547 rank=861 [SoftImpute] Iter 49: observed MAE=0.006546 rank=858 [SoftImpute] Iter 50: observed MAE=0.006545 rank=858 [SoftImpute] Iter 51: observed MAE=0.006544 rank=855 [SoftImpute] Iter 52: observed MAE=0.006542 rank=852 [SoftImpute] Iter 53: observed MAE=0.006541 rank=851 [SoftImpute] Iter 54: observed MAE=0.006539 rank=849 [SoftImpute] Iter 55: observed MAE=0.006538 rank=847 [SoftImpute] Iter 56: observed MAE=0.006536 rank=845 [SoftImpute] Iter 57: observed MAE=0.006535 rank=844 [SoftImpute] Iter 58: observed MAE=0.006534 rank=842 [SoftImpute] Iter 59: observed MAE=0.006533 rank=840 [SoftImpute] Iter 60: observed MAE=0.006531 rank=839 [SoftImpute] Iter 61: observed MAE=0.006530 rank=837 [SoftImpute] Iter 62: observed MAE=0.006529 rank=836 [SoftImpute] Iter 63: observed MAE=0.006527 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1464 missing, elapsed time: 4.087 Imputing row 101/943 with 1627 missing, elapsed time: 5.587 Imputing row 201/943 with 1371 missing, elapsed time: 7.111 Imputing row 301/943 with 1476 missing, elapsed time: 8.597 Imputing row 401/943 with 1560 missing, elapsed time: 10.073 Imputing row 501/943 with 1625 missing, elapsed time: 11.558 Imputing row 601/943 with 1562 missing, elapsed time: 13.058 Imputing row 701/943 with 1652 missing, elapsed time: 14.559 Imputing row 801/943 with 1664 missing, elapsed time: 16.093 Imputing row 901/943 with 1583 missing, elapsed time: 17.583 [KNN] Warning: 32527/1586126 still missing after imputation, replacing with 0 ########### perturbation 35 start ############ Preprocessing data... 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0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215797.1 tau: 0.08793162 beta: 0.06202589 diff Inf Iteration: 2 ELBO: -130296.4 tau: 0.7126474 beta: 0.1053322 diff 0.3962087 Iteration: 3 ELBO: -115003.6 tau: 1.090766 beta: 0.4002441 diff 0.1173697 Iteration: 4 ELBO: -113164 tau: 1.148108 beta: 0.8084696 diff 0.01599605 Iteration: 5 ELBO: -112763.6 tau: 1.157844 beta: 1.079509 diff 0.003538176 Iteration: 6 ELBO: -112677.7 tau: 1.159158 beta: 1.230135 diff 0.0007613863 Iteration: 7 ELBO: -112659.5 tau: 1.159054 beta: 1.309081 diff 0.0001611547 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108692.5 tau: 1.198259 beta: 1.870361 diff Inf Iteration: 2 ELBO: -107717.9 tau: 1.206132 beta: 2.104659 diff 0.008966618 Iteration: 3 ELBO: -107218.4 tau: 1.221312 beta: 2.381267 diff 0.004636785 Iteration: 4 ELBO: -106598.3 tau: 1.244284 beta: 2.685873 diff 0.005783293 Iteration: 5 ELBO: -106116.1 tau: 1.262416 beta: 3.123583 diff 0.004523815 Iteration: 6 ELBO: -105868.8 tau: 1.271088 beta: 3.679292 diff 0.002330457 Iteration: 7 ELBO: -105747.1 tau: 1.274449 beta: 4.309221 diff 0.001149196 Iteration: 8 ELBO: -105676.6 tau: 1.275667 beta: 4.990077 diff 0.0006666046 Iteration: 9 ELBO: -105627.9 tau: 1.276068 beta: 5.714325 diff 0.0004617665 Iteration: 10 ELBO: -105589.6 tau: 1.276156 beta: 6.480449 diff 0.0003624075 Iteration: 11 ELBO: -105557.5 tau: 1.276121 beta: 7.287819 diff 0.0003039354 Iteration: 12 ELBO: -105529.8 tau: 1.276034 beta: 8.134815 diff 0.0002622364 Iteration: 13 ELBO: -105505.7 tau: 1.275923 beta: 9.018291 diff 0.0002284438 Iteration: 14 ELBO: -105484.7 tau: 1.275798 beta: 9.933572 diff 0.0001992418 Iteration: 15 ELBO: -105466.4 tau: 1.275664 beta: 10.87468 diff 0.0001733307 Iteration: 16 ELBO: -105450.5 tau: 1.275524 beta: 11.83463 diff 0.000150155 Iteration: 17 ELBO: -105436.9 tau: 1.275382 beta: 12.80584 diff 0.0001294362 Iteration: 18 ELBO: -105425.2 tau: 1.275237 beta: 13.78042 diff 0.0001109965 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105254.7 tau: 1.306772 beta: 1.861908 diff Inf Iteration: 2 ELBO: -104252.5 tau: 1.314999 beta: 2.124817 diff 0.00952184 Iteration: 3 ELBO: -103900.4 tau: 1.325516 beta: 2.519832 diff 0.003376872 Iteration: 4 ELBO: -103677 tau: 1.333081 beta: 3.039879 diff 0.00215086 Iteration: 5 ELBO: -103522.6 tau: 1.337482 beta: 3.688452 diff 0.001488578 Iteration: 6 ELBO: -103402.3 tau: 1.340245 beta: 4.466923 diff 0.001162022 Iteration: 7 ELBO: -103299.9 tau: 1.342268 beta: 5.378995 diff 0.0009907106 Iteration: 8 ELBO: -103209.6 tau: 1.343907 beta: 6.430192 diff 0.000873794 Iteration: 9 ELBO: -103131 tau: 1.345214 beta: 7.62538 diff 0.0007614891 Iteration: 10 ELBO: -103063.9 tau: 1.346191 beta: 8.966197 diff 0.0006514939 Iteration: 11 ELBO: -103007.3 tau: 1.346856 beta: 10.45058 diff 0.0005483841 Iteration: 12 ELBO: -102960.6 tau: 1.347231 beta: 12.07447 diff 0.0004540953 Iteration: 13 ELBO: -102922.1 tau: 1.34736 beta: 13.8323 diff 0.0003735607 Iteration: 14 ELBO: -102890.3 tau: 1.347312 beta: 15.71566 diff 0.0003091283 Iteration: 15 ELBO: -102863.7 tau: 1.347149 beta: 17.71272 diff 0.0002585883 Iteration: 16 ELBO: -102841.2 tau: 1.346919 beta: 19.80869 diff 0.0002183389 Iteration: 17 ELBO: -102822.2 tau: 1.346651 beta: 21.98652 diff 0.0001853718 Iteration: 18 ELBO: -102805.9 tau: 1.346363 beta: 24.2276 diff 0.0001576661 Iteration: 19 ELBO: -102792.2 tau: 1.346065 beta: 26.51264 diff 0.0001339749 Iteration: 20 ELBO: -102780.5 tau: 1.345762 beta: 28.82253 diff 0.0001135518 After 21 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103296.3 tau: 1.372624 beta: 1.874491 diff Inf Iteration: 2 ELBO: -102348 tau: 1.378679 beta: 2.176224 diff 0.009180381 Iteration: 3 ELBO: -102018.5 tau: 1.38823 beta: 2.59947 diff 0.003219942 Iteration: 4 ELBO: -101806.3 tau: 1.395687 beta: 3.137392 diff 0.00207916 Iteration: 5 ELBO: -101666.9 tau: 1.399631 beta: 3.809881 diff 0.001369774 Iteration: 6 ELBO: -101563.5 tau: 1.401712 beta: 4.624926 diff 0.001016912 Iteration: 7 ELBO: -101480.1 tau: 1.402951 beta: 5.584752 diff 0.0008216789 Iteration: 8 ELBO: -101409.7 tau: 1.403764 beta: 6.69028 diff 0.0006936818 Iteration: 9 ELBO: -101348.9 tau: 1.404319 beta: 7.942398 diff 0.0005989055 Iteration: 10 ELBO: -101295.7 tau: 1.404706 beta: 9.341247 diff 0.0005253616 Iteration: 11 ELBO: -101248.3 tau: 1.404992 beta: 10.88478 diff 0.0004678217 Iteration: 12 ELBO: -101205.5 tau: 1.40523 beta: 12.56747 diff 0.0004227512 Iteration: 13 ELBO: -101166.3 tau: 1.405462 beta: 14.37939 diff 0.0003874151 Iteration: 14 ELBO: -101129.9 tau: 1.405721 beta: 16.30595 diff 0.0003595238 Iteration: 15 ELBO: -101095.8 tau: 1.406031 beta: 18.32759 diff 0.0003368446 Iteration: 16 ELBO: -101063.8 tau: 1.406405 beta: 20.41936 diff 0.0003164685 Iteration: 17 ELBO: -101034.1 tau: 1.406834 beta: 22.55175 diff 0.0002940859 Iteration: 18 ELBO: -101007.2 tau: 1.407275 beta: 24.69478 diff 0.0002660759 Iteration: 19 ELBO: -100983.6 tau: 1.407679 beta: 26.82291 diff 0.0002340359 Iteration: 20 ELBO: -100963.1 tau: 1.408019 beta: 28.91694 diff 0.0002032766 Iteration: 21 ELBO: -100945.2 tau: 1.408299 beta: 30.96307 diff 0.0001771046 Iteration: 22 ELBO: -100929.5 tau: 1.408535 beta: 32.95126 diff 0.0001559185 Iteration: 23 ELBO: -100915.4 tau: 1.408742 beta: 34.87375 diff 0.0001389712 Iteration: 24 ELBO: -100902.8 tau: 1.408933 beta: 36.72436 diff 0.000125318 Iteration: 25 ELBO: -100891.3 tau: 1.409115 beta: 38.49807 diff 0.0001140457 Iteration: 26 ELBO: -100880.7 tau: 1.409294 beta: 40.19101 diff 0.0001043122 After 27 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101460.7 tau: 1.438158 beta: 1.848621 diff Inf Iteration: 2 ELBO: -100500.7 tau: 1.446062 beta: 2.129367 diff 0.009461969 Iteration: 3 ELBO: -100175.9 tau: 1.455536 beta: 2.550338 diff 0.003231405 Iteration: 4 ELBO: -99960.58 tau: 1.462856 beta: 3.102252 diff 0.002149567 Iteration: 5 ELBO: -99809.53 tau: 1.467162 beta: 3.800746 diff 0.001511082 Iteration: 6 ELBO: -99695.29 tau: 1.469627 beta: 4.655159 diff 0.001144544 Iteration: 7 ELBO: -99602.94 tau: 1.471131 beta: 5.671253 diff 0.0009262921 Iteration: 8 ELBO: -99525.32 tau: 1.472119 beta: 6.852412 diff 0.0007793772 Iteration: 9 ELBO: -99459.15 tau: 1.472781 beta: 8.199718 diff 0.0006647902 Iteration: 10 ELBO: -99402.82 tau: 1.473187 beta: 9.713453 diff 0.0005663812 Iteration: 11 ELBO: -99355.01 tau: 1.473377 beta: 11.39286 diff 0.0004809949 Iteration: 12 ELBO: -99314.44 tau: 1.473397 beta: 13.23501 diff 0.0004083468 Iteration: 13 ELBO: -99279.96 tau: 1.473288 beta: 15.23446 diff 0.0003471745 Iteration: 14 ELBO: -99250.58 tau: 1.473083 beta: 17.38312 diff 0.0002958854 Iteration: 15 ELBO: -99225.48 tau: 1.472811 beta: 19.67018 diff 0.0002529435 Iteration: 16 ELBO: -99203.95 tau: 1.472494 beta: 22.08209 diff 0.000216917 Iteration: 17 ELBO: -99185.45 tau: 1.472148 beta: 24.60281 diff 0.0001865019 Iteration: 18 ELBO: -99169.52 tau: 1.471787 beta: 27.21416 diff 0.0001605836 Iteration: 19 ELBO: -99155.81 tau: 1.471419 beta: 29.89641 diff 0.0001382797 Iteration: 20 ELBO: -99144.02 tau: 1.47105 beta: 32.62893 diff 0.0001189384 Iteration: 21 ELBO: -99133.9 tau: 1.470685 beta: 35.39111 diff 0.0001021009 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99858.36 tau: 1.498341 beta: 1.854461 diff Inf Iteration: 2 ELBO: -98909.99 tau: 1.503994 beta: 2.176086 diff 0.009497164 Iteration: 3 ELBO: -98600.46 tau: 1.512213 beta: 2.664272 diff 0.003129414 Iteration: 4 ELBO: -98400.3 tau: 1.518548 beta: 3.306893 diff 0.002029999 Iteration: 5 ELBO: -98255.63 tau: 1.522398 beta: 4.115471 diff 0.00147019 Iteration: 6 ELBO: -98142.28 tau: 1.524775 beta: 5.100588 diff 0.001153592 Iteration: 7 ELBO: -98049.56 tau: 1.526323 beta: 6.26842 diff 0.0009447349 Iteration: 8 ELBO: -97971.85 tau: 1.527388 beta: 7.619682 diff 0.0007926278 Iteration: 9 ELBO: -97906.15 tau: 1.528135 beta: 9.151265 diff 0.0006705972 Iteration: 10 ELBO: -97850.81 tau: 1.528623 beta: 10.85842 diff 0.000565255 Iteration: 11 ELBO: -97804.3 tau: 1.528889 beta: 12.73392 diff 0.0004753147 Iteration: 12 ELBO: -97764.97 tau: 1.528995 beta: 14.76529 diff 0.0004021041 Iteration: 13 ELBO: -97731.49 tau: 1.528998 beta: 16.9347 diff 0.0003424824 Iteration: 14 ELBO: -97702.89 tau: 1.528932 beta: 19.22068 diff 0.0002926137 Iteration: 15 ELBO: -97678.46 tau: 1.528816 beta: 21.60025 diff 0.0002499923 Iteration: 16 ELBO: -97657.64 tau: 1.528657 beta: 24.05087 diff 0.0002132214 Iteration: 17 ELBO: -97639.91 tau: 1.528459 beta: 26.55201 diff 0.0001815557 Iteration: 18 ELBO: -97624.82 tau: 1.528226 beta: 29.08611 diff 0.0001545479 Iteration: 19 ELBO: -97611.95 tau: 1.527962 beta: 31.63882 diff 0.0001318222 Iteration: 20 ELBO: -97600.92 tau: 1.527673 beta: 34.19895 diff 0.0001129664 After 21 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98337.41 tau: 1.556332 beta: 1.880233 diff Inf Iteration: 2 ELBO: -97422.78 tau: 1.56152 beta: 2.222425 diff 0.009300952 Iteration: 3 ELBO: -97137.85 tau: 1.568312 beta: 2.746031 diff 0.002924685 Iteration: 4 ELBO: -96945.9 tau: 1.574 beta: 3.426608 diff 0.001976021 Iteration: 5 ELBO: -96800.81 tau: 1.577778 beta: 4.275117 diff 0.001496624 Iteration: 6 ELBO: -96682.74 tau: 1.580383 beta: 5.305074 diff 0.001219687 Iteration: 7 ELBO: -96583.54 tau: 1.582287 beta: 6.528043 diff 0.001026056 Iteration: 8 ELBO: -96499.34 tau: 1.583696 beta: 7.953342 diff 0.0008718227 Iteration: 9 ELBO: -96427.63 tau: 1.584725 beta: 9.586401 diff 0.0007430473 Iteration: 10 ELBO: -96366.64 tau: 1.585442 beta: 11.42887 diff 0.0006324849 Iteration: 11 ELBO: -96314.95 tau: 1.585887 beta: 13.48058 diff 0.0005364588 Iteration: 12 ELBO: -96271.17 tau: 1.586093 beta: 15.74068 diff 0.0004544781 Iteration: 13 ELBO: -96233.98 tau: 1.586106 beta: 18.20693 diff 0.0003863124 Iteration: 14 ELBO: -96202.2 tau: 1.585972 beta: 20.87452 diff 0.0003302974 Iteration: 15 ELBO: -96174.88 tau: 1.585731 beta: 23.73554 diff 0.0002839653 Iteration: 16 ELBO: -96151.31 tau: 1.585416 beta: 26.77895 diff 0.0002450364 Iteration: 17 ELBO: -96130.94 tau: 1.58505 beta: 29.99103 diff 0.0002118331 Iteration: 18 ELBO: -96113.33 tau: 1.584647 beta: 33.35605 diff 0.000183247 Iteration: 19 ELBO: -96098.09 tau: 1.584219 beta: 36.8571 diff 0.0001585567 Iteration: 20 ELBO: -96084.9 tau: 1.583774 beta: 40.47692 diff 0.0001372596 Iteration: 21 ELBO: -96073.47 tau: 1.583319 beta: 44.19869 diff 0.0001189641 Iteration: 22 ELBO: -96063.54 tau: 1.582858 beta: 48.00667 diff 0.0001033319 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96981.06 tau: 1.609383 beta: 1.919101 diff Inf Iteration: 2 ELBO: -96069.69 tau: 1.613351 beta: 2.294395 diff 0.009397354 Iteration: 3 ELBO: -95766.07 tau: 1.621476 beta: 2.849453 diff 0.003160396 Iteration: 4 ELBO: -95567.59 tau: 1.628238 beta: 3.572091 diff 0.002072583 Iteration: 5 ELBO: -95425.58 tau: 1.632173 beta: 4.483703 diff 0.001486017 Iteration: 6 ELBO: -95314.1 tau: 1.634444 beta: 5.603909 diff 0.001168253 Iteration: 7 ELBO: -95222.63 tau: 1.63583 beta: 6.948676 diff 0.0009595865 Iteration: 8 ELBO: -95146.24 tau: 1.636683 beta: 8.530882 diff 0.0008022257 Iteration: 9 ELBO: -95081.88 tau: 1.637175 beta: 10.35914 diff 0.0006764469 Iteration: 10 ELBO: -95027.33 tau: 1.637415 beta: 12.43636 diff 0.0005737292 Iteration: 11 ELBO: -94980.89 tau: 1.637475 beta: 14.75906 diff 0.000488755 Iteration: 12 ELBO: -94941.23 tau: 1.637408 beta: 17.3177 diff 0.000417524 Iteration: 13 ELBO: -94907.32 tau: 1.637246 beta: 20.0975 diff 0.0003571135 Iteration: 14 ELBO: -94878.33 tau: 1.637014 beta: 23.07938 diff 0.000305517 Iteration: 15 ELBO: -94853.53 tau: 1.636729 beta: 26.24074 diff 0.0002613338 Iteration: 16 ELBO: -94832.33 tau: 1.636404 beta: 29.55658 diff 0.0002235103 Iteration: 17 ELBO: -94814.2 tau: 1.636051 beta: 33.0006 diff 0.0001912085 Iteration: 18 ELBO: -94798.68 tau: 1.635678 beta: 36.54644 diff 0.0001637358 Iteration: 19 ELBO: -94785.36 tau: 1.635291 beta: 40.16866 diff 0.0001404894 Iteration: 20 ELBO: -94773.9 tau: 1.634898 beta: 43.8435 diff 0.0001209164 Iteration: 21 ELBO: -94763.99 tau: 1.634504 beta: 47.54931 diff 0.0001044969 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95716.72 tau: 1.661987 beta: 1.883622 diff Inf Iteration: 2 ELBO: -94805.1 tau: 1.667179 beta: 2.23084 diff 0.009524121 Iteration: 3 ELBO: -94520.27 tau: 1.674718 beta: 2.75406 diff 0.003004348 Iteration: 4 ELBO: -94329.76 tau: 1.680925 beta: 3.438713 diff 0.002015622 Iteration: 5 ELBO: -94190.42 tau: 1.684628 beta: 4.306588 diff 0.001477129 Iteration: 6 ELBO: -94081.43 tau: 1.686679 beta: 5.382157 diff 0.001157145 Iteration: 7 ELBO: -93992.58 tau: 1.687775 beta: 6.688104 diff 0.00094431 Iteration: 8 ELBO: -93918.41 tau: 1.688301 beta: 8.24373 diff 0.0007890973 Iteration: 9 ELBO: -93855.64 tau: 1.68847 beta: 10.06346 diff 0.0006683984 Iteration: 10 ELBO: -93802.11 tau: 1.688406 beta: 12.15588 diff 0.000570298 Iteration: 11 ELBO: -93756.3 tau: 1.688182 beta: 14.52349 diff 0.0004884075 Iteration: 12 ELBO: -93717 tau: 1.687846 beta: 17.1631 diff 0.0004191683 Iteration: 13 ELBO: -93683.22 tau: 1.687432 beta: 20.06667 diff 0.0003604762 Iteration: 14 ELBO: -93654.09 tau: 1.686965 beta: 23.22227 diff 0.0003108891 Iteration: 15 ELBO: -93628.88 tau: 1.686465 beta: 26.61516 diff 0.0002692117 Iteration: 16 ELBO: -93606.94 tau: 1.685947 beta: 30.22871 diff 0.0002343611 Iteration: 17 ELBO: -93587.72 tau: 1.685426 beta: 34.04526 diff 0.0002053521 Iteration: 18 ELBO: -93570.75 tau: 1.684911 beta: 38.04691 diff 0.0001813002 Iteration: 19 ELBO: -93555.64 tau: 1.68441 beta: 42.21605 diff 0.0001614155 Iteration: 20 ELBO: -93542.08 tau: 1.683928 beta: 46.53574 diff 0.0001449886 Iteration: 21 ELBO: -93529.79 tau: 1.683471 beta: 50.9899 diff 0.0001313761 Iteration: 22 ELBO: -93518.57 tau: 1.68304 beta: 55.56328 diff 0.0001199937 Iteration: 23 ELBO: -93508.25 tau: 1.682635 beta: 60.24152 diff 0.0001103172 Iteration: 24 ELBO: -93498.72 tau: 1.682258 beta: 65.01104 diff 0.0001018941 After 25 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.502390 [SoftImpute] Iter 1: observed MAE=0.006653 rank=943 [SoftImpute] Iter 2: observed MAE=0.006564 rank=943 [SoftImpute] Iter 3: observed MAE=0.006565 rank=943 [SoftImpute] Iter 4: observed MAE=0.006565 rank=943 [SoftImpute] Iter 5: observed MAE=0.006566 rank=943 [SoftImpute] Iter 6: observed MAE=0.006566 rank=942 [SoftImpute] Iter 7: observed MAE=0.006567 rank=941 [SoftImpute] Iter 8: observed MAE=0.006567 rank=940 [SoftImpute] Iter 9: observed MAE=0.006567 rank=938 [SoftImpute] Iter 10: observed MAE=0.006567 rank=936 [SoftImpute] Iter 11: observed MAE=0.006567 rank=934 [SoftImpute] Iter 12: observed MAE=0.006567 rank=931 [SoftImpute] Iter 13: observed MAE=0.006567 rank=930 [SoftImpute] Iter 14: observed MAE=0.006566 rank=928 [SoftImpute] Iter 15: observed MAE=0.006566 rank=925 [SoftImpute] Iter 16: observed MAE=0.006566 rank=924 [SoftImpute] Iter 17: observed MAE=0.006566 rank=920 [SoftImpute] Iter 18: observed MAE=0.006565 rank=919 [SoftImpute] Iter 19: observed MAE=0.006565 rank=916 [SoftImpute] Iter 20: observed MAE=0.006564 rank=915 [SoftImpute] Iter 21: observed MAE=0.006564 rank=913 [SoftImpute] Iter 22: observed MAE=0.006563 rank=911 [SoftImpute] Iter 23: observed MAE=0.006562 rank=908 [SoftImpute] Iter 24: observed MAE=0.006562 rank=905 [SoftImpute] Iter 25: observed MAE=0.006561 rank=904 [SoftImpute] Iter 26: observed MAE=0.006560 rank=902 [SoftImpute] Iter 27: observed MAE=0.006560 rank=900 [SoftImpute] Iter 28: observed MAE=0.006559 rank=899 [SoftImpute] Iter 29: observed MAE=0.006558 rank=897 [SoftImpute] Iter 30: observed MAE=0.006557 rank=894 [SoftImpute] Iter 31: observed MAE=0.006556 rank=891 [SoftImpute] Iter 32: observed MAE=0.006555 rank=889 [SoftImpute] Iter 33: observed MAE=0.006554 rank=886 [SoftImpute] Iter 34: observed MAE=0.006553 rank=886 [SoftImpute] Iter 35: observed MAE=0.006553 rank=884 [SoftImpute] Iter 36: observed MAE=0.006552 rank=882 [SoftImpute] Iter 37: observed MAE=0.006551 rank=880 [SoftImpute] Iter 38: observed MAE=0.006550 rank=877 [SoftImpute] Iter 39: observed MAE=0.006549 rank=875 [SoftImpute] Iter 40: observed MAE=0.006548 rank=874 [SoftImpute] Iter 41: observed MAE=0.006547 rank=871 [SoftImpute] Iter 42: observed MAE=0.006545 rank=868 [SoftImpute] Iter 43: observed MAE=0.006544 rank=867 [SoftImpute] Iter 44: observed MAE=0.006543 rank=865 [SoftImpute] Iter 45: observed MAE=0.006542 rank=863 [SoftImpute] Iter 46: observed MAE=0.006541 rank=862 [SoftImpute] Iter 47: observed MAE=0.006540 rank=860 [SoftImpute] Iter 48: observed MAE=0.006539 rank=858 [SoftImpute] Iter 49: observed MAE=0.006537 rank=855 [SoftImpute] Iter 50: observed MAE=0.006536 rank=854 [SoftImpute] Iter 51: observed MAE=0.006535 rank=852 [SoftImpute] Iter 52: observed MAE=0.006533 rank=850 [SoftImpute] Iter 53: observed MAE=0.006532 rank=848 [SoftImpute] Iter 54: observed MAE=0.006530 rank=846 [SoftImpute] Iter 55: observed MAE=0.006529 rank=844 [SoftImpute] Iter 56: observed MAE=0.006528 rank=843 [SoftImpute] Iter 57: observed MAE=0.006527 rank=841 [SoftImpute] Iter 58: observed MAE=0.006525 rank=839 [SoftImpute] Iter 59: observed MAE=0.006524 rank=837 [SoftImpute] Iter 60: observed MAE=0.006523 rank=836 [SoftImpute] Iter 61: observed MAE=0.006521 rank=835 [SoftImpute] Iter 62: observed MAE=0.006520 rank=831 [SoftImpute] Iter 63: observed MAE=0.006518 rank=829 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1468 missing, elapsed time: 4.062 Imputing row 101/943 with 1620 missing, elapsed time: 5.566 Imputing row 201/943 with 1386 missing, elapsed time: 7.090 Imputing row 301/943 with 1464 missing, elapsed time: 8.598 Imputing row 401/943 with 1562 missing, elapsed time: 10.099 Imputing row 501/943 with 1625 missing, elapsed time: 11.588 Imputing row 601/943 with 1563 missing, elapsed time: 13.091 Imputing row 701/943 with 1657 missing, elapsed time: 14.597 Imputing row 801/943 with 1662 missing, elapsed time: 16.123 Imputing row 901/943 with 1589 missing, elapsed time: 17.624 [KNN] Warning: 35485/1586126 still missing after imputation, replacing with 0 ########### perturbation 36 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216053.5 tau: 0.08731669 beta: 0.06298569 diff Inf Iteration: 2 ELBO: -129659 tau: 0.7241267 beta: 0.1034262 diff 0.3998758 Iteration: 3 ELBO: -114746.4 tau: 1.098464 beta: 0.3943788 diff 0.115014 Iteration: 4 ELBO: -113094.7 tau: 1.150238 beta: 0.8068986 diff 0.01439392 Iteration: 5 ELBO: -112731.2 tau: 1.158628 beta: 1.085589 diff 0.003214629 Iteration: 6 ELBO: -112651.9 tau: 1.159664 beta: 1.241916 diff 0.000703029 Iteration: 7 ELBO: -112634.7 tau: 1.159501 beta: 1.324331 diff 0.0001523034 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108681.8 tau: 1.198792 beta: 1.861807 diff Inf Iteration: 2 ELBO: -107754.6 tau: 1.20454 beta: 2.124367 diff 0.008531752 Iteration: 3 ELBO: -107425.8 tau: 1.212371 beta: 2.519005 diff 0.003051239 Iteration: 4 ELBO: -107203.3 tau: 1.218962 beta: 3.030505 diff 0.002071259 Iteration: 5 ELBO: -107040.5 tau: 1.223359 beta: 3.671679 diff 0.001518242 Iteration: 6 ELBO: -106912.2 tau: 1.226285 beta: 4.453925 diff 0.001199149 Iteration: 7 ELBO: -106804.1 tau: 1.228365 beta: 5.386948 diff 0.001011267 Iteration: 8 ELBO: -106708.1 tau: 1.229989 beta: 6.48031 diff 0.0008987401 Iteration: 9 ELBO: -106617 tau: 1.231485 beta: 7.738791 diff 0.0008531913 Iteration: 10 ELBO: -106521 tau: 1.233336 beta: 9.145403 diff 0.0009008869 Iteration: 11 ELBO: -106406.7 tau: 1.236209 beta: 10.64082 diff 0.001073093 Iteration: 12 ELBO: -106260.7 tau: 1.240721 beta: 12.13337 diff 0.001371534 Iteration: 13 ELBO: -106073.9 tau: 1.247218 beta: 13.52327 diff 0.001758326 Iteration: 14 ELBO: -105861.7 tau: 1.255158 beta: 14.74969 diff 0.002000574 Iteration: 15 ELBO: -105684 tau: 1.262187 beta: 15.86249 diff 0.00167839 Iteration: 16 ELBO: -105572.9 tau: 1.266665 beta: 16.93172 diff 0.001051378 Iteration: 17 ELBO: -105510 tau: 1.269127 beta: 17.97735 diff 0.0005954329 Iteration: 18 ELBO: -105474.8 tau: 1.2704 beta: 18.99729 diff 0.00033367 Iteration: 19 ELBO: -105454.9 tau: 1.271006 beta: 19.98433 diff 0.000188985 Iteration: 20 ELBO: -105443.3 tau: 1.271254 beta: 20.92964 diff 0.0001101815 After 21 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105391.9 tau: 1.302731 beta: 1.841703 diff Inf Iteration: 2 ELBO: -104405.8 tau: 1.31071 beta: 2.09527 diff 0.009356308 Iteration: 3 ELBO: -104058.9 tau: 1.320765 beta: 2.480245 diff 0.003322612 Iteration: 4 ELBO: -103818.1 tau: 1.329011 beta: 2.975391 diff 0.002313884 Iteration: 5 ELBO: -103637.2 tau: 1.334648 beta: 3.580317 diff 0.001742855 Iteration: 6 ELBO: -103492.3 tau: 1.338592 beta: 4.303199 diff 0.001397954 Iteration: 7 ELBO: -103373 tau: 1.341437 beta: 5.153813 diff 0.001152952 Iteration: 8 ELBO: -103274.5 tau: 1.343507 beta: 6.137323 diff 0.0009524276 Iteration: 9 ELBO: -103195.2 tau: 1.344907 beta: 7.25554 diff 0.0007679382 Iteration: 10 ELBO: -103132.5 tau: 1.345731 beta: 8.506771 diff 0.0006075132 Iteration: 11 ELBO: -103083 tau: 1.346118 beta: 9.884697 diff 0.0004801823 Iteration: 12 ELBO: -103043.5 tau: 1.346206 beta: 11.37881 diff 0.0003829091 Iteration: 13 ELBO: -103011.8 tau: 1.346093 beta: 12.97685 diff 0.0003080642 Iteration: 14 ELBO: -102986 tau: 1.345847 beta: 14.66633 diff 0.0002500841 Iteration: 15 ELBO: -102964.9 tau: 1.345519 beta: 16.43439 diff 0.0002052118 Iteration: 16 ELBO: -102947.4 tau: 1.345144 beta: 18.2675 diff 0.0001701749 Iteration: 17 ELBO: -102932.7 tau: 1.344748 beta: 20.15156 diff 0.0001422371 Iteration: 18 ELBO: -102920.5 tau: 1.344346 beta: 22.07213 diff 0.0001194127 Iteration: 19 ELBO: -102910.1 tau: 1.343947 beta: 24.015 diff 0.0001003974 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103329.7 tau: 1.371134 beta: 1.889521 diff Inf Iteration: 2 ELBO: -102375.3 tau: 1.377067 beta: 2.214928 diff 0.009236769 Iteration: 3 ELBO: -102055.6 tau: 1.386073 beta: 2.682783 diff 0.003122374 Iteration: 4 ELBO: -101842.8 tau: 1.393379 beta: 3.276221 diff 0.002085848 Iteration: 5 ELBO: -101694.4 tau: 1.397708 beta: 4.013816 diff 0.001456589 Iteration: 6 ELBO: -101582.7 tau: 1.400216 beta: 4.907633 diff 0.001098143 Iteration: 7 ELBO: -101493.9 tau: 1.401721 beta: 5.963748 diff 0.0008740294 Iteration: 8 ELBO: -101421 tau: 1.402657 beta: 7.181934 diff 0.0007185958 Iteration: 9 ELBO: -101360.3 tau: 1.403235 beta: 8.558225 diff 0.0005985402 Iteration: 10 ELBO: -101309.6 tau: 1.403562 beta: 10.08626 diff 0.0005002853 Iteration: 11 ELBO: -101267.2 tau: 1.403702 beta: 11.75728 diff 0.0004181383 Iteration: 12 ELBO: -101231.9 tau: 1.403692 beta: 13.56071 diff 0.0003490428 Iteration: 13 ELBO: -101202.3 tau: 1.403561 beta: 15.48455 diff 0.0002919457 Iteration: 14 ELBO: -101177.5 tau: 1.403341 beta: 17.51553 diff 0.0002456593 Iteration: 15 ELBO: -101156.4 tau: 1.403056 beta: 19.63953 diff 0.0002082927 Iteration: 16 ELBO: -101138.4 tau: 1.402729 beta: 21.84216 diff 0.0001779926 Iteration: 17 ELBO: -101122.9 tau: 1.402374 beta: 24.10942 diff 0.0001532886 Iteration: 18 ELBO: -101109.4 tau: 1.402004 beta: 26.42811 diff 0.0001330475 Iteration: 19 ELBO: -101097.7 tau: 1.401626 beta: 28.7862 diff 0.0001163704 Iteration: 20 ELBO: -101087.3 tau: 1.401247 beta: 31.17302 diff 0.000102528 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101722.2 tau: 1.42883 beta: 1.845221 diff Inf Iteration: 2 ELBO: -100790.4 tau: 1.435469 beta: 2.136173 diff 0.009160338 Iteration: 3 ELBO: -100483.9 tau: 1.443521 beta: 2.586868 diff 0.003040691 Iteration: 4 ELBO: -100276.5 tau: 1.450149 beta: 3.178391 diff 0.002063878 Iteration: 5 ELBO: -100122.5 tau: 1.454526 beta: 3.918022 diff 0.001536011 Iteration: 6 ELBO: -100001.4 tau: 1.457331 beta: 4.816405 diff 0.001209945 Iteration: 7 ELBO: -99901.36 tau: 1.459185 beta: 5.883604 diff 0.000999975 Iteration: 8 ELBO: -99815.32 tau: 1.460521 beta: 7.127664 diff 0.0008612431 Iteration: 9 ELBO: -99739.17 tau: 1.461592 beta: 8.553252 diff 0.0007629557 Iteration: 10 ELBO: -99670.7 tau: 1.46254 beta: 10.15915 diff 0.0006864411 Iteration: 11 ELBO: -99609.11 tau: 1.463426 beta: 11.93642 diff 0.0006179598 Iteration: 12 ELBO: -99554.5 tau: 1.464241 beta: 13.86843 diff 0.0005482693 Iteration: 13 ELBO: -99507.15 tau: 1.464946 beta: 15.93276 diff 0.0004756368 Iteration: 14 ELBO: -99466.95 tau: 1.465507 beta: 18.10407 diff 0.000403973 Iteration: 15 ELBO: -99433.38 tau: 1.465918 beta: 20.35699 diff 0.0003374645 Iteration: 16 ELBO: -99405.71 tau: 1.466184 beta: 22.66839 diff 0.0002783115 Iteration: 17 ELBO: -99383.1 tau: 1.466323 beta: 25.01832 diff 0.0002274087 Iteration: 18 ELBO: -99364.72 tau: 1.466354 beta: 27.38954 diff 0.0001849382 Iteration: 19 ELBO: -99349.78 tau: 1.466301 beta: 29.76653 diff 0.0001503706 Iteration: 20 ELBO: -99337.6 tau: 1.466186 beta: 32.13466 diff 0.0001225999 Iteration: 21 ELBO: -99327.63 tau: 1.466029 beta: 34.48 diff 0.0001003235 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99937.68 tau: 1.495768 beta: 1.832955 diff Inf Iteration: 2 ELBO: -98998.95 tau: 1.501623 beta: 2.135778 diff 0.009393147 Iteration: 3 ELBO: -98691.04 tau: 1.509846 beta: 2.598642 diff 0.003110257 Iteration: 4 ELBO: -98488.17 tau: 1.516394 beta: 3.207912 diff 0.002055665 Iteration: 5 ELBO: -98342.95 tau: 1.520285 beta: 3.974187 diff 0.001474438 Iteration: 6 ELBO: -98231.27 tau: 1.522521 beta: 4.907519 diff 0.001135676 Iteration: 7 ELBO: -98141.75 tau: 1.523806 beta: 6.016602 diff 0.0009113101 Iteration: 8 ELBO: -98068.45 tau: 1.524505 beta: 7.308577 diff 0.0007468178 Iteration: 9 ELBO: -98007.61 tau: 1.524816 beta: 8.788466 diff 0.0006204437 Iteration: 10 ELBO: -97956.49 tau: 1.524866 beta: 10.45847 diff 0.0005215903 Iteration: 11 ELBO: -97913.08 tau: 1.524741 beta: 12.31776 diff 0.0004431738 Iteration: 12 ELBO: -97875.84 tau: 1.524499 beta: 14.36275 diff 0.0003803236 Iteration: 13 ELBO: -97843.55 tau: 1.524185 beta: 16.58755 diff 0.0003298819 Iteration: 14 ELBO: -97815.2 tau: 1.523828 beta: 18.98465 diff 0.0002897716 Iteration: 15 ELBO: -97789.92 tau: 1.523456 beta: 21.54542 diff 0.0002584668 Iteration: 16 ELBO: -97766.97 tau: 1.52309 beta: 24.26055 diff 0.0002346214 Iteration: 17 ELBO: -97745.77 tau: 1.522749 beta: 27.1203 diff 0.0002168408 Iteration: 18 ELBO: -97725.87 tau: 1.522444 beta: 30.11482 diff 0.0002036231 Iteration: 19 ELBO: -97706.96 tau: 1.522182 beta: 33.23436 diff 0.0001934662 Iteration: 20 ELBO: -97688.88 tau: 1.521965 beta: 36.46891 diff 0.0001850117 Iteration: 21 ELBO: -97671.59 tau: 1.521791 beta: 39.8072 diff 0.0001770737 Iteration: 22 ELBO: -97655.12 tau: 1.521657 beta: 43.23524 diff 0.0001686021 Iteration: 23 ELBO: -97639.62 tau: 1.521554 beta: 46.73559 diff 0.0001587422 Iteration: 24 ELBO: -97625.26 tau: 1.521473 beta: 50.28785 diff 0.0001470275 Iteration: 25 ELBO: -97612.22 tau: 1.521401 beta: 53.87044 diff 0.0001335634 Iteration: 26 ELBO: -97600.61 tau: 1.521325 beta: 57.46252 diff 0.0001190101 Iteration: 27 ELBO: -97590.43 tau: 1.521236 beta: 61.04537 diff 0.0001043064 After 28 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98546.74 tau: 1.548518 beta: 1.85731 diff Inf Iteration: 2 ELBO: -97620.84 tau: 1.555003 beta: 2.175122 diff 0.009395556 Iteration: 3 ELBO: -97338.71 tau: 1.56211 beta: 2.665397 diff 0.00289003 Iteration: 4 ELBO: -97146.91 tau: 1.56794 beta: 3.302822 diff 0.00197047 Iteration: 5 ELBO: -97000.86 tau: 1.571839 beta: 4.095304 diff 0.001503395 Iteration: 6 ELBO: -96882.19 tau: 1.574513 beta: 5.052293 diff 0.001223412 Iteration: 7 ELBO: -96782.06 tau: 1.576527 beta: 6.176313 diff 0.001033492 Iteration: 8 ELBO: -96697.77 tau: 1.578063 beta: 7.467781 diff 0.000870904 Iteration: 9 ELBO: -96628.35 tau: 1.579105 beta: 8.929139 diff 0.0007179457 Iteration: 10 ELBO: -96571.35 tau: 1.579724 beta: 10.56042 diff 0.0005898881 Iteration: 11 ELBO: -96524.35 tau: 1.58002 beta: 12.35875 diff 0.0004867053 Iteration: 12 ELBO: -96485.34 tau: 1.580079 beta: 14.31804 diff 0.0004041275 Iteration: 13 ELBO: -96452.71 tau: 1.579969 beta: 16.42885 diff 0.0003381965 Iteration: 14 ELBO: -96425.19 tau: 1.579743 beta: 18.67885 diff 0.0002853393 Iteration: 15 ELBO: -96401.79 tau: 1.579439 beta: 21.05365 diff 0.0002426263 Iteration: 16 ELBO: -96381.76 tau: 1.579084 beta: 23.53776 diff 0.0002078019 Iteration: 17 ELBO: -96364.49 tau: 1.578698 beta: 26.11541 diff 0.0001791553 Iteration: 18 ELBO: -96349.52 tau: 1.578294 beta: 28.77115 diff 0.0001553784 Iteration: 19 ELBO: -96336.47 tau: 1.577882 beta: 31.49029 diff 0.0001354643 Iteration: 20 ELBO: -96325.04 tau: 1.577467 beta: 34.25928 diff 0.00011864 Iteration: 21 ELBO: -96314.99 tau: 1.577056 beta: 37.06586 diff 0.0001043181 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97083.06 tau: 1.605742 beta: 1.892851 diff Inf Iteration: 2 ELBO: -96153.75 tau: 1.612033 beta: 2.233628 diff 0.009572361 Iteration: 3 ELBO: -95847.3 tau: 1.621147 beta: 2.737218 diff 0.003187101 Iteration: 4 ELBO: -95651.58 tau: 1.627787 beta: 3.399408 diff 0.002041909 Iteration: 5 ELBO: -95513.13 tau: 1.631263 beta: 4.246376 diff 0.001447502 Iteration: 6 ELBO: -95404.18 tau: 1.633098 beta: 5.300935 diff 0.001140629 Iteration: 7 ELBO: -95314.08 tau: 1.634124 beta: 6.581306 diff 0.0009444902 Iteration: 8 ELBO: -95238.03 tau: 1.634683 beta: 8.102899 diff 0.0007977958 Iteration: 9 ELBO: -95173.25 tau: 1.63494 beta: 9.877825 diff 0.000680283 Iteration: 10 ELBO: -95117.78 tau: 1.634994 beta: 11.913 diff 0.0005828204 Iteration: 11 ELBO: -95070.24 tau: 1.634909 beta: 14.20903 diff 0.0004998149 Iteration: 12 ELBO: -95029.54 tau: 1.634724 beta: 16.76015 diff 0.0004280175 Iteration: 13 ELBO: -94994.79 tau: 1.634463 beta: 19.55483 diff 0.000365683 Iteration: 14 ELBO: -94965.18 tau: 1.634142 beta: 22.57652 diff 0.000311758 Iteration: 15 ELBO: -94939.97 tau: 1.633775 beta: 25.80473 diff 0.0002653919 Iteration: 16 ELBO: -94918.54 tau: 1.633374 beta: 29.21618 diff 0.0002257579 Iteration: 17 ELBO: -94900.31 tau: 1.632948 beta: 32.786 diff 0.0001920441 Iteration: 18 ELBO: -94884.8 tau: 1.632504 beta: 36.48898 diff 0.0001634893 Iteration: 19 ELBO: -94871.57 tau: 1.63205 beta: 40.30057 diff 0.0001394048 Iteration: 20 ELBO: -94860.26 tau: 1.631591 beta: 44.19772 diff 0.0001191755 Iteration: 21 ELBO: -94850.56 tau: 1.631132 beta: 48.15943 diff 0.000102252 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95790 tau: 1.659139 beta: 1.873301 diff Inf Iteration: 2 ELBO: -94869.71 tau: 1.664602 beta: 2.219663 diff 0.00960737 Iteration: 3 ELBO: -94580.42 tau: 1.672266 beta: 2.756719 diff 0.003049374 Iteration: 4 ELBO: -94388.22 tau: 1.678457 beta: 3.470288 diff 0.002032172 Iteration: 5 ELBO: -94246.46 tau: 1.682278 beta: 4.375643 diff 0.001501846 Iteration: 6 ELBO: -94134.3 tau: 1.684522 beta: 5.49362 diff 0.001190085 Iteration: 7 ELBO: -94041.44 tau: 1.685862 beta: 6.843425 diff 0.0009864758 Iteration: 8 ELBO: -93962.79 tau: 1.686677 beta: 8.440994 diff 0.0008362975 Iteration: 9 ELBO: -93895.62 tau: 1.687155 beta: 10.2984 diff 0.0007149131 Iteration: 10 ELBO: -93838.09 tau: 1.687392 beta: 12.42308 diff 0.0006126579 Iteration: 11 ELBO: -93788.75 tau: 1.687451 beta: 14.81698 diff 0.0005257796 Iteration: 12 ELBO: -93746.33 tau: 1.68738 beta: 17.47577 diff 0.0004522807 Iteration: 13 ELBO: -93709.75 tau: 1.687218 beta: 20.38879 diff 0.0003902904 Iteration: 14 ELBO: -93678.09 tau: 1.686995 beta: 23.53978 diff 0.0003377546 Iteration: 15 ELBO: -93650.67 tau: 1.686731 beta: 26.90844 diff 0.0002927058 Iteration: 16 ELBO: -93626.92 tau: 1.686436 beta: 30.47236 diff 0.0002536094 Iteration: 17 ELBO: -93606.37 tau: 1.686116 beta: 34.20878 diff 0.000219504 Iteration: 18 ELBO: -93588.6 tau: 1.68577 beta: 38.09565 diff 0.0001898669 Iteration: 19 ELBO: -93573.22 tau: 1.685404 beta: 42.11204 diff 0.0001643428 Iteration: 20 ELBO: -93559.88 tau: 1.685019 beta: 46.23819 diff 0.0001425441 Iteration: 21 ELBO: -93548.28 tau: 1.684622 beta: 50.45551 diff 0.0001240075 Iteration: 22 ELBO: -93538.15 tau: 1.684216 beta: 54.74665 diff 0.0001082459 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94516.34 tau: 1.714456 beta: 1.896533 diff Inf Iteration: 2 ELBO: -93600.44 tau: 1.72067 beta: 2.219971 diff 0.009690379 Iteration: 3 ELBO: -93322.89 tau: 1.727698 beta: 2.739142 diff 0.00296525 Iteration: 4 ELBO: -93138.42 tau: 1.733274 beta: 3.43062 diff 0.00197672 Iteration: 5 ELBO: -92998.66 tau: 1.736786 beta: 4.306825 diff 0.00150061 Iteration: 6 ELBO: -92886.24 tau: 1.738904 beta: 5.389744 diff 0.001208739 Iteration: 7 ELBO: -92792.96 tau: 1.740151 beta: 6.702536 diff 0.001004239 Iteration: 8 ELBO: -92714.09 tau: 1.740857 beta: 8.265706 diff 0.000850005 Iteration: 9 ELBO: -92646.65 tau: 1.741224 beta: 10.0947 diff 0.0007274387 Iteration: 10 ELBO: -92588.59 tau: 1.741374 beta: 12.19826 diff 0.0006266193 Iteration: 11 ELBO: -92538.41 tau: 1.741383 beta: 14.57745 diff 0.0005419693 Iteration: 12 ELBO: -92494.92 tau: 1.7413 beta: 17.22546 diff 0.0004700142 Iteration: 13 ELBO: -92457.16 tau: 1.741157 beta: 20.12775 diff 0.0004082476 Iteration: 14 ELBO: -92424.37 tau: 1.740975 beta: 23.26284 diff 0.0003546501 Iteration: 15 ELBO: -92395.94 tau: 1.740766 beta: 26.60336 diff 0.0003075771 Iteration: 16 ELBO: -92371.38 tau: 1.740537 beta: 30.11764 diff 0.0002657858 Iteration: 17 ELBO: -92350.28 tau: 1.740286 beta: 33.77153 diff 0.0002284576 Iteration: 18 ELBO: -92332.26 tau: 1.740014 beta: 37.53047 diff 0.0001951563 Iteration: 19 ELBO: -92316.96 tau: 1.739719 beta: 41.3614 diff 0.0001657134 Iteration: 20 ELBO: -92304.03 tau: 1.7394 beta: 45.23421 diff 0.0001400594 Iteration: 21 ELBO: -92293.13 tau: 1.73906 beta: 49.12239 diff 0.0001180657 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93274.38 tau: 1.769724 beta: 1.860962 diff Inf Iteration: 2 ELBO: -92371.63 tau: 1.774359 beta: 2.198087 diff 0.009678501 Iteration: 3 ELBO: -92089.98 tau: 1.781005 beta: 2.7289 diff 0.003049085 Iteration: 4 ELBO: -91895.59 tau: 1.787071 beta: 3.433778 diff 0.002110815 Iteration: 5 ELBO: -91748.04 tau: 1.791106 beta: 4.333513 diff 0.001605684 Iteration: 6 ELBO: -91629.57 tau: 1.793617 beta: 5.455151 diff 0.001291214 Iteration: 7 ELBO: -91530.81 tau: 1.795203 beta: 6.823452 diff 0.001077831 Iteration: 8 ELBO: -91446.77 tau: 1.79623 beta: 8.459238 diff 0.0009181664 Iteration: 9 ELBO: -91374.6 tau: 1.79689 beta: 10.37849 diff 0.0007891574 Iteration: 10 ELBO: -91312.45 tau: 1.797287 beta: 12.59137 diff 0.0006801988 Iteration: 11 ELBO: -91258.92 tau: 1.797484 beta: 15.10134 diff 0.0005861929 Iteration: 12 ELBO: -91212.9 tau: 1.797522 beta: 17.90491 diff 0.0005042811 Iteration: 13 ELBO: -91173.44 tau: 1.79743 beta: 20.99184 diff 0.0004326029 Iteration: 14 ELBO: -91139.72 tau: 1.797229 beta: 24.34621 diff 0.0003699207 Iteration: 15 ELBO: -91110.97 tau: 1.796939 beta: 27.94773 diff 0.0003154404 Iteration: 16 ELBO: -91086.5 tau: 1.796576 beta: 31.77304 diff 0.0002685619 Iteration: 17 ELBO: -91065.67 tau: 1.796158 beta: 35.79681 diff 0.0002286299 Iteration: 18 ELBO: -91047.93 tau: 1.795699 beta: 39.99251 diff 0.0001948419 Iteration: 19 ELBO: -91032.79 tau: 1.795215 beta: 44.33314 diff 0.0001663145 Iteration: 20 ELBO: -91019.84 tau: 1.794715 beta: 48.79182 diff 0.0001422042 Iteration: 21 ELBO: -91008.76 tau: 1.794207 beta: 53.34243 diff 0.0001217876 Iteration: 22 ELBO: -90999.25 tau: 1.793698 beta: 57.96022 diff 0.0001044792 After 23 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92088.56 tau: 1.823069 beta: 1.85274 diff Inf Iteration: 2 ELBO: -91184.86 tau: 1.82657 beta: 2.227261 diff 0.009813335 Iteration: 3 ELBO: -90909.26 tau: 1.832923 beta: 2.815266 diff 0.003022423 Iteration: 4 ELBO: -90722.31 tau: 1.838476 beta: 3.604028 diff 0.002056434 Iteration: 5 ELBO: -90578.5 tau: 1.842063 beta: 4.615102 diff 0.001585252 Iteration: 6 ELBO: -90459.52 tau: 1.844426 beta: 5.875191 diff 0.001313506 Iteration: 7 ELBO: -90358.32 tau: 1.846087 beta: 7.409631 diff 0.001118737 Iteration: 8 ELBO: -90271.5 tau: 1.847294 beta: 9.239534 diff 0.0009608712 Iteration: 9 ELBO: -90196.96 tau: 1.848169 beta: 11.37995 diff 0.0008256902 Iteration: 10 ELBO: -90133.18 tau: 1.848773 beta: 13.83858 diff 0.0007071228 Iteration: 11 ELBO: -90078.81 tau: 1.849151 beta: 16.61455 diff 0.0006031769 Iteration: 12 ELBO: -90032.59 tau: 1.849341 beta: 19.6978 diff 0.0005131641 Iteration: 13 ELBO: -89993.32 tau: 1.849378 beta: 23.06976 diff 0.0004361637 Iteration: 14 ELBO: -89959.94 tau: 1.849295 beta: 26.70483 diff 0.0003708884 Iteration: 15 ELBO: -89931.53 tau: 1.849121 beta: 30.57242 diff 0.0003158747 Iteration: 16 ELBO: -89907.28 tau: 1.848878 beta: 34.63893 diff 0.0002696155 Iteration: 17 ELBO: -89886.54 tau: 1.848585 beta: 38.86947 diff 0.0002306792 Iteration: 18 ELBO: -89868.76 tau: 1.848257 beta: 43.2294 diff 0.0001978116 Iteration: 19 ELBO: -89853.48 tau: 1.847903 beta: 47.68541 diff 0.0001699848 Iteration: 20 ELBO: -89840.33 tau: 1.847532 beta: 52.2065 diff 0.0001463883 Iteration: 21 ELBO: -89828.98 tau: 1.84715 beta: 56.76454 diff 0.0001263856 Iteration: 22 ELBO: -89819.14 tau: 1.846761 beta: 61.3348 diff 0.0001094652 After 23 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.031269 [SoftImpute] Iter 1: observed MAE=0.006670 rank=943 [SoftImpute] Iter 2: observed MAE=0.006580 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006581 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006582 rank=943 [SoftImpute] Iter 7: observed MAE=0.006582 rank=943 [SoftImpute] Iter 8: observed MAE=0.006582 rank=940 [SoftImpute] Iter 9: observed MAE=0.006582 rank=939 [SoftImpute] Iter 10: observed MAE=0.006582 rank=937 [SoftImpute] Iter 11: observed MAE=0.006582 rank=936 [SoftImpute] Iter 12: observed MAE=0.006582 rank=933 [SoftImpute] Iter 13: observed MAE=0.006582 rank=933 [SoftImpute] Iter 14: observed MAE=0.006582 rank=930 [SoftImpute] Iter 15: observed MAE=0.006582 rank=928 [SoftImpute] Iter 16: observed MAE=0.006581 rank=927 [SoftImpute] Iter 17: observed MAE=0.006581 rank=924 [SoftImpute] Iter 18: observed MAE=0.006580 rank=923 [SoftImpute] Iter 19: observed MAE=0.006580 rank=921 [SoftImpute] Iter 20: observed MAE=0.006580 rank=919 [SoftImpute] Iter 21: observed MAE=0.006579 rank=918 [SoftImpute] Iter 22: observed MAE=0.006579 rank=915 [SoftImpute] Iter 23: observed MAE=0.006578 rank=913 [SoftImpute] Iter 24: observed MAE=0.006577 rank=910 [SoftImpute] Iter 25: observed MAE=0.006577 rank=909 [SoftImpute] Iter 26: observed MAE=0.006576 rank=907 [SoftImpute] Iter 27: observed MAE=0.006575 rank=905 [SoftImpute] Iter 28: observed MAE=0.006575 rank=903 [SoftImpute] Iter 29: observed MAE=0.006574 rank=900 [SoftImpute] Iter 30: observed MAE=0.006573 rank=899 [SoftImpute] Iter 31: observed MAE=0.006572 rank=898 [SoftImpute] Iter 32: observed MAE=0.006571 rank=896 [SoftImpute] Iter 33: observed MAE=0.006570 rank=893 [SoftImpute] Iter 34: observed MAE=0.006569 rank=892 [SoftImpute] Iter 35: observed MAE=0.006568 rank=889 [SoftImpute] Iter 36: observed MAE=0.006567 rank=887 [SoftImpute] Iter 37: observed MAE=0.006566 rank=886 [SoftImpute] Iter 38: observed MAE=0.006565 rank=883 [SoftImpute] Iter 39: observed MAE=0.006564 rank=880 [SoftImpute] Iter 40: observed MAE=0.006563 rank=879 [SoftImpute] Iter 41: observed MAE=0.006562 rank=877 [SoftImpute] Iter 42: observed MAE=0.006561 rank=875 [SoftImpute] Iter 43: observed MAE=0.006559 rank=873 [SoftImpute] Iter 44: observed MAE=0.006558 rank=871 [SoftImpute] Iter 45: observed MAE=0.006557 rank=870 [SoftImpute] Iter 46: observed MAE=0.006556 rank=868 [SoftImpute] Iter 47: observed MAE=0.006555 rank=864 [SoftImpute] Iter 48: observed MAE=0.006553 rank=864 [SoftImpute] Iter 49: observed MAE=0.006553 rank=863 [SoftImpute] Iter 50: observed MAE=0.006551 rank=861 [SoftImpute] Iter 51: observed MAE=0.006550 rank=858 [SoftImpute] Iter 52: observed MAE=0.006549 rank=856 [SoftImpute] Iter 53: observed MAE=0.006547 rank=853 [SoftImpute] Iter 54: observed MAE=0.006546 rank=853 [SoftImpute] Iter 55: observed MAE=0.006545 rank=851 [SoftImpute] Iter 56: observed MAE=0.006543 rank=848 [SoftImpute] Iter 57: observed MAE=0.006542 rank=846 [SoftImpute] Iter 58: observed MAE=0.006540 rank=845 [SoftImpute] Iter 59: observed MAE=0.006539 rank=844 [SoftImpute] Iter 60: observed MAE=0.006538 rank=842 [SoftImpute] Iter 61: observed MAE=0.006537 rank=841 [SoftImpute] Iter 62: observed MAE=0.006535 rank=838 [SoftImpute] Iter 63: observed MAE=0.006534 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1455 missing, elapsed time: 4.045 Imputing row 101/943 with 1629 missing, elapsed time: 5.539 Imputing row 201/943 with 1373 missing, elapsed time: 7.052 Imputing row 301/943 with 1465 missing, elapsed time: 8.540 Imputing row 401/943 with 1563 missing, elapsed time: 10.021 Imputing row 501/943 with 1616 missing, elapsed time: 11.513 Imputing row 601/943 with 1572 missing, elapsed time: 13.023 Imputing row 701/943 with 1654 missing, elapsed time: 14.524 Imputing row 801/943 with 1657 missing, elapsed time: 16.045 Imputing row 901/943 with 1579 missing, elapsed time: 17.657 [KNN] Warning: 38665/1586126 still missing after imputation, replacing with 0 ########### perturbation 37 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216097.4 tau: 0.08723455 beta: 0.06269928 diff Inf Iteration: 2 ELBO: -130302 tau: 0.7122121 beta: 0.1058329 diff 0.3970218 Iteration: 3 ELBO: -114826.4 tau: 1.095031 beta: 0.409319 diff 0.1187673 Iteration: 4 ELBO: -113038.7 tau: 1.151358 beta: 0.8288365 diff 0.0155684 Iteration: 5 ELBO: -112658 tau: 1.160588 beta: 1.103921 diff 0.00336843 Iteration: 6 ELBO: -112577.6 tau: 1.161775 beta: 1.255296 diff 0.0007137947 Iteration: 7 ELBO: -112560.7 tau: 1.161652 beta: 1.334056 diff 0.0001497248 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108599.9 tau: 1.201132 beta: 1.866286 diff Inf Iteration: 2 ELBO: -107644.1 tau: 1.208469 beta: 2.104131 diff 0.008801279 Iteration: 3 ELBO: -107196.8 tau: 1.221637 beta: 2.407529 diff 0.004154533 Iteration: 4 ELBO: -106728.7 tau: 1.238591 beta: 2.760321 diff 0.004367337 Iteration: 5 ELBO: -106259 tau: 1.25562 beta: 3.214498 diff 0.004400414 Iteration: 6 ELBO: -105930.6 tau: 1.267187 beta: 3.792285 diff 0.003090766 Iteration: 7 ELBO: -105756.4 tau: 1.272632 beta: 4.462457 diff 0.001644238 Iteration: 8 ELBO: -105661.5 tau: 1.274851 beta: 5.19402 diff 0.0008979606 Iteration: 9 ELBO: -105599.8 tau: 1.275806 beta: 5.970032 diff 0.000583591 Iteration: 10 ELBO: -105554.9 tau: 1.276225 beta: 6.785318 diff 0.0004250795 Iteration: 11 ELBO: -105520.4 tau: 1.276345 beta: 7.640795 diff 0.0003272559 Iteration: 12 ELBO: -105492.3 tau: 1.27631 beta: 8.535855 diff 0.000266119 Iteration: 13 ELBO: -105468.6 tau: 1.276207 beta: 9.466879 diff 0.0002246571 Iteration: 14 ELBO: -105448.3 tau: 1.276074 beta: 10.42814 diff 0.0001926869 Iteration: 15 ELBO: -105430.8 tau: 1.275929 beta: 11.4126 diff 0.0001658772 Iteration: 16 ELBO: -105415.8 tau: 1.275778 beta: 12.41246 diff 0.000142544 Iteration: 17 ELBO: -105402.9 tau: 1.275624 beta: 13.41951 diff 0.0001220016 Iteration: 18 ELBO: -105391.9 tau: 1.27547 beta: 14.42546 diff 0.0001039165 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105254.7 tau: 1.306907 beta: 1.860495 diff Inf Iteration: 2 ELBO: -104283.7 tau: 1.313861 beta: 2.127398 diff 0.009224897 Iteration: 3 ELBO: -103924 tau: 1.324369 beta: 2.498089 diff 0.003449707 Iteration: 4 ELBO: -103661.8 tau: 1.333925 beta: 2.952722 diff 0.002522762 Iteration: 5 ELBO: -103482.7 tau: 1.339879 beta: 3.516234 diff 0.001727884 Iteration: 6 ELBO: -103357.3 tau: 1.343181 beta: 4.201866 diff 0.001211736 Iteration: 7 ELBO: -103261.9 tau: 1.345041 beta: 5.018038 diff 0.0009230231 Iteration: 8 ELBO: -103183.6 tau: 1.346183 beta: 5.970774 diff 0.000757833 Iteration: 9 ELBO: -103116.6 tau: 1.346969 beta: 7.061667 diff 0.0006494864 Iteration: 10 ELBO: -103059 tau: 1.347545 beta: 8.286094 diff 0.0005588566 Iteration: 11 ELBO: -103010.8 tau: 1.34791 beta: 9.6362 diff 0.0004676981 Iteration: 12 ELBO: -102971.3 tau: 1.348052 beta: 11.10378 diff 0.0003829571 Iteration: 13 ELBO: -102939.1 tau: 1.34801 beta: 12.67982 diff 0.0003134535 Iteration: 14 ELBO: -102912.4 tau: 1.347839 beta: 14.35401 diff 0.0002588978 Iteration: 15 ELBO: -102890.2 tau: 1.347583 beta: 16.11498 diff 0.0002160265 Iteration: 16 ELBO: -102871.5 tau: 1.347276 beta: 17.95063 diff 0.0001817889 Iteration: 17 ELBO: -102855.6 tau: 1.346938 beta: 19.84844 diff 0.0001539586 Iteration: 18 ELBO: -102842.2 tau: 1.346583 beta: 21.79583 diff 0.000130999 Iteration: 19 ELBO: -102830.7 tau: 1.346219 beta: 23.78044 diff 0.0001118415 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103256.2 tau: 1.37384 beta: 1.882807 diff Inf Iteration: 2 ELBO: -102336.8 tau: 1.378847 beta: 2.204301 diff 0.008904307 Iteration: 3 ELBO: -102022.7 tau: 1.387138 beta: 2.660154 diff 0.003069487 Iteration: 4 ELBO: -101813.1 tau: 1.39428 beta: 3.231993 diff 0.002054305 Iteration: 5 ELBO: -101671.6 tau: 1.398382 beta: 3.941286 diff 0.001389362 Iteration: 6 ELBO: -101565.2 tau: 1.40067 beta: 4.801282 diff 0.001047131 Iteration: 7 ELBO: -101477.7 tau: 1.40212 beta: 5.816904 diff 0.0008615281 Iteration: 8 ELBO: -101402.8 tau: 1.40316 beta: 6.98837 diff 0.0007374974 Iteration: 9 ELBO: -101338.4 tau: 1.403915 beta: 8.314972 diff 0.0006351953 Iteration: 10 ELBO: -101283.2 tau: 1.404407 beta: 9.797111 diff 0.0005444918 Iteration: 11 ELBO: -101235.9 tau: 1.404661 beta: 11.43559 diff 0.000467017 Iteration: 12 ELBO: -101195.1 tau: 1.404724 beta: 13.23065 diff 0.000403579 Iteration: 13 ELBO: -101159.3 tau: 1.404652 beta: 15.18113 diff 0.0003532982 Iteration: 14 ELBO: -101127.5 tau: 1.404503 beta: 17.28307 diff 0.0003146584 Iteration: 15 ELBO: -101098.6 tau: 1.404332 beta: 19.52797 diff 0.0002854768 Iteration: 16 ELBO: -101072.1 tau: 1.404183 beta: 21.90125 diff 0.0002628151 Iteration: 17 ELBO: -101047.5 tau: 1.404083 beta: 24.38215 diff 0.0002433229 Iteration: 18 ELBO: -101024.8 tau: 1.404036 beta: 26.94544 diff 0.0002242332 Iteration: 19 ELBO: -101004.2 tau: 1.40403 beta: 29.56384 diff 0.0002042762 Iteration: 20 ELBO: -100985.6 tau: 1.404048 beta: 32.21011 diff 0.0001836281 Iteration: 21 ELBO: -100969.1 tau: 1.404075 beta: 34.85838 diff 0.0001631882 Iteration: 22 ELBO: -100954.6 tau: 1.404101 beta: 37.48522 diff 0.0001440007 Iteration: 23 ELBO: -100941.8 tau: 1.404125 beta: 40.06986 diff 0.0001269829 Iteration: 24 ELBO: -100930.4 tau: 1.40415 beta: 42.59376 diff 0.00011271 Iteration: 25 ELBO: -100920.2 tau: 1.404183 beta: 45.03983 diff 0.0001013099 After 26 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101643.1 tau: 1.431382 beta: 1.857851 diff Inf Iteration: 2 ELBO: -100722.8 tau: 1.437611 beta: 2.15641 diff 0.009054226 Iteration: 3 ELBO: -100426.1 tau: 1.445183 beta: 2.61171 diff 0.002945591 Iteration: 4 ELBO: -100231.4 tau: 1.451147 beta: 3.206864 diff 0.001938913 Iteration: 5 ELBO: -100090.6 tau: 1.454746 beta: 3.955155 diff 0.001404608 Iteration: 6 ELBO: -99978.1 tau: 1.456991 beta: 4.871807 diff 0.001123719 Iteration: 7 ELBO: -99880.6 tau: 1.458641 beta: 5.969605 diff 0.0009752056 Iteration: 8 ELBO: -99790.51 tau: 1.460148 beta: 7.256063 diff 0.0009019764 Iteration: 9 ELBO: -99703.72 tau: 1.461765 beta: 8.7304 diff 0.0008697398 Iteration: 10 ELBO: -99619.5 tau: 1.463566 beta: 10.38129 diff 0.0008446932 Iteration: 11 ELBO: -99540.11 tau: 1.465455 beta: 12.18646 diff 0.0007969058 Iteration: 12 ELBO: -99469.25 tau: 1.467242 beta: 14.11609 diff 0.0007119524 Iteration: 13 ELBO: -99410.16 tau: 1.46872 beta: 16.1419 diff 0.000593998 Iteration: 14 ELBO: -99363.75 tau: 1.469764 beta: 18.24227 diff 0.0004668668 Iteration: 15 ELBO: -99328.35 tau: 1.470394 beta: 20.39823 diff 0.0003562698 Iteration: 16 ELBO: -99301.42 tau: 1.470712 beta: 22.5906 diff 0.0002710825 Iteration: 17 ELBO: -99280.75 tau: 1.470822 beta: 24.80026 diff 0.0002082325 Iteration: 18 ELBO: -99264.67 tau: 1.4708 beta: 27.00874 diff 0.0001619457 Iteration: 19 ELBO: -99252.03 tau: 1.470698 beta: 29.19893 diff 0.0001273601 Iteration: 20 ELBO: -99242 tau: 1.470546 beta: 31.35552 diff 0.0001010398 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99806.94 tau: 1.500852 beta: 1.825584 diff Inf Iteration: 2 ELBO: -98863.75 tau: 1.507016 beta: 2.125687 diff 0.009450126 Iteration: 3 ELBO: -98559.93 tau: 1.515122 beta: 2.57738 diff 0.003073143 Iteration: 4 ELBO: -98356.19 tau: 1.521859 beta: 3.158349 diff 0.002067148 Iteration: 5 ELBO: -98209.14 tau: 1.526026 beta: 3.882556 diff 0.001495066 Iteration: 6 ELBO: -98095.91 tau: 1.528476 beta: 4.765298 diff 0.001152988 Iteration: 7 ELBO: -98004.8 tau: 1.529915 beta: 5.820216 diff 0.0009287941 Iteration: 8 ELBO: -97929.61 tau: 1.530737 beta: 7.058624 diff 0.0007671864 Iteration: 9 ELBO: -97866.69 tau: 1.531158 beta: 8.488455 diff 0.0006425421 Iteration: 10 ELBO: -97813.53 tau: 1.531307 beta: 10.11364 diff 0.0005431779 Iteration: 11 ELBO: -97768.28 tau: 1.531269 beta: 11.93443 diff 0.0004626125 Iteration: 12 ELBO: -97729.48 tau: 1.531099 beta: 13.94845 diff 0.0003968474 Iteration: 13 ELBO: -97695.91 tau: 1.530835 beta: 16.1516 diff 0.000343421 Iteration: 14 ELBO: -97666.55 tau: 1.530511 beta: 18.53858 diff 0.0003005843 Iteration: 15 ELBO: -97640.49 tau: 1.530153 beta: 21.10311 diff 0.0002668 Iteration: 16 ELBO: -97616.99 tau: 1.529786 beta: 23.83832 diff 0.0002406543 Iteration: 17 ELBO: -97595.44 tau: 1.529432 beta: 26.73694 diff 0.0002208405 Iteration: 18 ELBO: -97575.33 tau: 1.529107 beta: 29.79126 diff 0.0002059852 Iteration: 19 ELBO: -97556.36 tau: 1.528822 beta: 32.99272 diff 0.0001944153 Iteration: 20 ELBO: -97538.4 tau: 1.528579 beta: 36.33157 diff 0.000184143 Iteration: 21 ELBO: -97521.49 tau: 1.528368 beta: 39.79715 diff 0.00017331 Iteration: 22 ELBO: -97505.8 tau: 1.52817 beta: 43.37904 diff 0.0001609109 Iteration: 23 ELBO: -97491.45 tau: 1.527965 beta: 47.0684 diff 0.0001471385 Iteration: 24 ELBO: -97478.49 tau: 1.527739 beta: 50.85856 diff 0.0001329657 Iteration: 25 ELBO: -97466.85 tau: 1.527488 beta: 54.74468 diff 0.0001193952 Iteration: 26 ELBO: -97456.42 tau: 1.52721 beta: 58.72268 diff 0.0001070061 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98388.99 tau: 1.554667 beta: 1.864397 diff Inf Iteration: 2 ELBO: -97487.78 tau: 1.559252 beta: 2.197201 diff 0.009159705 Iteration: 3 ELBO: -97212.99 tau: 1.565335 beta: 2.713758 diff 0.002818642 Iteration: 4 ELBO: -97020.51 tau: 1.571086 beta: 3.381029 diff 0.001979993 Iteration: 5 ELBO: -96868.47 tau: 1.57548 beta: 4.200356 diff 0.001567069 Iteration: 6 ELBO: -96744.92 tau: 1.578653 beta: 5.184146 diff 0.001275461 Iteration: 7 ELBO: -96644.38 tau: 1.580789 beta: 6.348202 diff 0.001039212 Iteration: 8 ELBO: -96561.9 tau: 1.582152 beta: 7.704967 diff 0.0008534431 Iteration: 9 ELBO: -96493.83 tau: 1.582966 beta: 9.261028 diff 0.0007049876 Iteration: 10 ELBO: -96437.49 tau: 1.58338 beta: 11.01771 diff 0.0005838808 Iteration: 11 ELBO: -96390.7 tau: 1.5835 beta: 12.97249 diff 0.0004851908 Iteration: 12 ELBO: -96351.63 tau: 1.583408 beta: 15.11965 diff 0.0004052626 Iteration: 13 ELBO: -96318.82 tau: 1.583168 beta: 17.45011 diff 0.0003405062 Iteration: 14 ELBO: -96291.12 tau: 1.582828 beta: 19.95143 diff 0.0002876435 Iteration: 15 ELBO: -96267.62 tau: 1.582421 beta: 22.60824 diff 0.0002440565 Iteration: 16 ELBO: -96247.61 tau: 1.581973 beta: 25.40296 diff 0.0002078026 Iteration: 17 ELBO: -96230.53 tau: 1.5815 beta: 28.31666 diff 0.0001774522 Iteration: 18 ELBO: -96215.91 tau: 1.581013 beta: 31.3298 diff 0.0001519291 Iteration: 19 ELBO: -96203.37 tau: 1.580521 beta: 34.42301 diff 0.0001304029 Iteration: 20 ELBO: -96192.57 tau: 1.58003 beta: 37.57782 diff 0.0001122221 After 21 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97028.46 tau: 1.607918 beta: 1.894636 diff Inf Iteration: 2 ELBO: -96120.47 tau: 1.613361 beta: 2.242078 diff 0.009358024 Iteration: 3 ELBO: -95825.78 tau: 1.621353 beta: 2.756337 diff 0.003065821 Iteration: 4 ELBO: -95621.87 tau: 1.62828 beta: 3.420423 diff 0.002127972 Iteration: 5 ELBO: -95469.09 tau: 1.632773 beta: 4.250533 diff 0.001597685 Iteration: 6 ELBO: -95348.03 tau: 1.635606 beta: 5.26205 diff 0.001268145 Iteration: 7 ELBO: -95249.4 tau: 1.637406 beta: 6.468642 diff 0.001034409 Iteration: 8 ELBO: -95167.74 tau: 1.638542 beta: 7.882425 diff 0.0008573331 Iteration: 9 ELBO: -95099.57 tau: 1.639219 beta: 9.513461 diff 0.0007162384 Iteration: 10 ELBO: -95042.4 tau: 1.639564 beta: 11.36786 diff 0.0006011452 Iteration: 11 ELBO: -94994.21 tau: 1.639674 beta: 13.44546 diff 0.0005070741 Iteration: 12 ELBO: -94953.43 tau: 1.639622 beta: 15.73904 diff 0.0004293291 Iteration: 13 ELBO: -94918.87 tau: 1.639459 beta: 18.2348 diff 0.0003639353 Iteration: 14 ELBO: -94889.61 tau: 1.639217 beta: 20.91334 diff 0.0003082415 Iteration: 15 ELBO: -94864.89 tau: 1.638918 beta: 23.75093 diff 0.0002605451 Iteration: 16 ELBO: -94844.05 tau: 1.638578 beta: 26.72112 diff 0.0002196715 Iteration: 17 ELBO: -94826.53 tau: 1.638207 beta: 29.79645 diff 0.0001847469 Iteration: 18 ELBO: -94811.82 tau: 1.637813 beta: 32.95001 diff 0.0001550727 Iteration: 19 ELBO: -94799.49 tau: 1.637402 beta: 36.15657 diff 0.0001300412 Iteration: 20 ELBO: -94789.15 tau: 1.63698 beta: 39.39325 diff 0.0001090829 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95627.12 tau: 1.665481 beta: 1.896899 diff Inf Iteration: 2 ELBO: -94720.9 tau: 1.670524 beta: 2.257226 diff 0.009476596 Iteration: 3 ELBO: -94430.38 tau: 1.678416 beta: 2.793552 diff 0.003067134 Iteration: 4 ELBO: -94237.33 tau: 1.684719 beta: 3.495871 diff 0.002044325 Iteration: 5 ELBO: -94094.57 tau: 1.688499 beta: 4.382585 diff 0.001514975 Iteration: 6 ELBO: -93978.94 tau: 1.690935 beta: 5.468888 diff 0.001228822 Iteration: 7 ELBO: -93882.89 tau: 1.692619 beta: 6.768077 diff 0.001022088 Iteration: 8 ELBO: -93803.05 tau: 1.693738 beta: 8.292065 diff 0.0008504079 Iteration: 9 ELBO: -93736.81 tau: 1.694392 beta: 10.04968 diff 0.000706116 Iteration: 10 ELBO: -93681.71 tau: 1.694685 beta: 12.0445 diff 0.0005878626 Iteration: 11 ELBO: -93635.58 tau: 1.694718 beta: 14.27405 diff 0.0004924253 Iteration: 12 ELBO: -93596.7 tau: 1.694576 beta: 16.72992 diff 0.0004151648 Iteration: 13 ELBO: -93563.76 tau: 1.694318 beta: 19.39865 diff 0.0003519944 Iteration: 14 ELBO: -93535.7 tau: 1.693986 beta: 22.26292 diff 0.0002999056 Iteration: 15 ELBO: -93511.68 tau: 1.693607 beta: 25.30303 diff 0.0002567803 Iteration: 16 ELBO: -93491.01 tau: 1.693199 beta: 28.49828 diff 0.0002210588 Iteration: 17 ELBO: -93473.1 tau: 1.692776 beta: 31.82845 diff 0.0001915169 Iteration: 18 ELBO: -93457.47 tau: 1.692346 beta: 35.27503 diff 0.000167176 Iteration: 19 ELBO: -93443.71 tau: 1.691913 beta: 38.82227 diff 0.0001472574 Iteration: 20 ELBO: -93431.46 tau: 1.691482 beta: 42.45778 diff 0.0001311278 Iteration: 21 ELBO: -93420.41 tau: 1.691057 beta: 46.17279 diff 0.000118245 Iteration: 22 ELBO: -93410.31 tau: 1.69064 beta: 49.96195 diff 0.0001081265 Iteration: 23 ELBO: -93400.94 tau: 1.690235 beta: 53.82301 diff 0.0001003378 After 24 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94377.4 tau: 1.719852 beta: 1.92459 diff Inf Iteration: 2 ELBO: -93475 tau: 1.724999 beta: 2.280264 diff 0.009561606 Iteration: 3 ELBO: -93183 tau: 1.732522 beta: 2.835632 diff 0.003123869 Iteration: 4 ELBO: -92984.54 tau: 1.738887 beta: 3.573625 diff 0.002129761 Iteration: 5 ELBO: -92836.13 tau: 1.74285 beta: 4.517776 diff 0.001596115 Iteration: 6 ELBO: -92717.01 tau: 1.745276 beta: 5.696329 diff 0.001283133 Iteration: 7 ELBO: -92617.72 tau: 1.746833 beta: 7.134084 diff 0.001070921 Iteration: 8 ELBO: -92533.69 tau: 1.74785 beta: 8.851718 diff 0.0009072046 Iteration: 9 ELBO: -92462.21 tau: 1.748492 beta: 10.865 diff 0.0007725406 Iteration: 10 ELBO: -92401.28 tau: 1.748858 beta: 13.18308 diff 0.0006588959 Iteration: 11 ELBO: -92349.4 tau: 1.749017 beta: 15.80757 diff 0.0005614562 Iteration: 12 ELBO: -92305.32 tau: 1.749013 beta: 18.73248 diff 0.0004773653 Iteration: 13 ELBO: -92267.94 tau: 1.748883 beta: 21.94436 diff 0.0004049533 Iteration: 14 ELBO: -92236.3 tau: 1.748654 beta: 25.42281 diff 0.0003428836 Iteration: 15 ELBO: -92209.56 tau: 1.748349 beta: 29.14165 diff 0.0002899011 Iteration: 16 ELBO: -92186.99 tau: 1.747987 beta: 33.07048 diff 0.000244855 Iteration: 17 ELBO: -92167.93 tau: 1.747581 beta: 37.1765 diff 0.0002067101 Iteration: 18 ELBO: -92151.84 tau: 1.747144 beta: 41.42613 diff 0.0001745303 Iteration: 19 ELBO: -92138.25 tau: 1.746686 beta: 45.78636 diff 0.0001474693 Iteration: 20 ELBO: -92126.76 tau: 1.746215 beta: 50.22589 diff 0.0001247693 Iteration: 21 ELBO: -92117.01 tau: 1.745738 beta: 54.71583 diff 0.000105762 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93138.3 tau: 1.775126 beta: 1.889817 diff Inf Iteration: 2 ELBO: -92242.58 tau: 1.778126 beta: 2.256388 diff 0.009617075 Iteration: 3 ELBO: -91952.67 tau: 1.784899 beta: 2.822233 diff 0.003142876 Iteration: 4 ELBO: -91753.5 tau: 1.791409 beta: 3.570437 diff 0.002166067 Iteration: 5 ELBO: -91603.05 tau: 1.795861 beta: 4.52103 diff 0.001639727 Iteration: 6 ELBO: -91482.65 tau: 1.798744 beta: 5.698727 diff 0.001314276 Iteration: 7 ELBO: -91382.8 tau: 1.800622 beta: 7.125798 diff 0.001091482 Iteration: 8 ELBO: -91298.03 tau: 1.801872 beta: 8.821129 diff 0.0009276518 Iteration: 9 ELBO: -91225.72 tau: 1.802662 beta: 10.80379 diff 0.0007920106 Iteration: 10 ELBO: -91164.03 tau: 1.803078 beta: 13.09054 diff 0.0006762279 Iteration: 11 ELBO: -91111.16 tau: 1.803226 beta: 15.69095 diff 0.0005799843 Iteration: 12 ELBO: -91065.77 tau: 1.803183 beta: 18.60733 diff 0.000498121 Iteration: 13 ELBO: -91026.87 tau: 1.802994 beta: 21.83562 diff 0.0004272032 Iteration: 14 ELBO: -90993.56 tau: 1.80269 beta: 25.36588 diff 0.0003659248 Iteration: 15 ELBO: -90965.04 tau: 1.802298 beta: 29.18263 diff 0.0003134635 Iteration: 16 ELBO: -90940.59 tau: 1.801844 beta: 33.26551 diff 0.0002688085 Iteration: 17 ELBO: -90919.6 tau: 1.801349 beta: 37.59013 diff 0.0002308065 Iteration: 18 ELBO: -90901.56 tau: 1.800828 beta: 42.12936 diff 0.000198376 Iteration: 19 ELBO: -90886.05 tau: 1.800292 beta: 46.8546 diff 0.0001706238 Iteration: 20 ELBO: -90872.7 tau: 1.799752 beta: 51.73701 diff 0.0001468459 Iteration: 21 ELBO: -90861.21 tau: 1.799211 beta: 56.7485 diff 0.0001264789 Iteration: 22 ELBO: -90851.3 tau: 1.798676 beta: 61.8625 diff 0.000109051 After 23 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.233254 [SoftImpute] Iter 1: observed MAE=0.006665 rank=943 [SoftImpute] Iter 2: observed MAE=0.006577 rank=943 [SoftImpute] Iter 3: observed MAE=0.006577 rank=943 [SoftImpute] Iter 4: observed MAE=0.006578 rank=943 [SoftImpute] Iter 5: observed MAE=0.006578 rank=943 [SoftImpute] Iter 6: observed MAE=0.006579 rank=943 [SoftImpute] Iter 7: observed MAE=0.006579 rank=942 [SoftImpute] Iter 8: observed MAE=0.006579 rank=940 [SoftImpute] Iter 9: observed MAE=0.006579 rank=939 [SoftImpute] Iter 10: observed MAE=0.006579 rank=938 [SoftImpute] Iter 11: observed MAE=0.006579 rank=936 [SoftImpute] Iter 12: observed MAE=0.006579 rank=933 [SoftImpute] Iter 13: observed MAE=0.006579 rank=933 [SoftImpute] Iter 14: observed MAE=0.006579 rank=930 [SoftImpute] Iter 15: observed MAE=0.006579 rank=929 [SoftImpute] Iter 16: observed MAE=0.006579 rank=926 [SoftImpute] Iter 17: observed MAE=0.006578 rank=925 [SoftImpute] Iter 18: observed MAE=0.006578 rank=922 [SoftImpute] Iter 19: observed MAE=0.006577 rank=921 [SoftImpute] Iter 20: observed MAE=0.006577 rank=919 [SoftImpute] Iter 21: observed MAE=0.006576 rank=916 [SoftImpute] Iter 22: observed MAE=0.006576 rank=915 [SoftImpute] Iter 23: observed MAE=0.006575 rank=912 [SoftImpute] Iter 24: observed MAE=0.006575 rank=911 [SoftImpute] Iter 25: observed MAE=0.006574 rank=909 [SoftImpute] Iter 26: observed MAE=0.006573 rank=906 [SoftImpute] Iter 27: observed MAE=0.006572 rank=904 [SoftImpute] Iter 28: observed MAE=0.006572 rank=902 [SoftImpute] Iter 29: observed MAE=0.006571 rank=901 [SoftImpute] Iter 30: observed MAE=0.006570 rank=898 [SoftImpute] Iter 31: observed MAE=0.006569 rank=896 [SoftImpute] Iter 32: observed MAE=0.006568 rank=893 [SoftImpute] Iter 33: observed MAE=0.006567 rank=891 [SoftImpute] Iter 34: observed MAE=0.006566 rank=890 [SoftImpute] Iter 35: observed MAE=0.006565 rank=887 [SoftImpute] Iter 36: observed MAE=0.006564 rank=885 [SoftImpute] Iter 37: observed MAE=0.006563 rank=883 [SoftImpute] Iter 38: observed MAE=0.006562 rank=881 [SoftImpute] Iter 39: observed MAE=0.006562 rank=879 [SoftImpute] Iter 40: observed MAE=0.006560 rank=876 [SoftImpute] Iter 41: observed MAE=0.006559 rank=875 [SoftImpute] Iter 42: observed MAE=0.006558 rank=873 [SoftImpute] Iter 43: observed MAE=0.006557 rank=871 [SoftImpute] Iter 44: observed MAE=0.006556 rank=869 [SoftImpute] Iter 45: observed MAE=0.006555 rank=867 [SoftImpute] Iter 46: observed MAE=0.006553 rank=866 [SoftImpute] Iter 47: observed MAE=0.006552 rank=863 [SoftImpute] Iter 48: observed MAE=0.006551 rank=861 [SoftImpute] Iter 49: observed MAE=0.006550 rank=861 [SoftImpute] Iter 50: observed MAE=0.006549 rank=859 [SoftImpute] Iter 51: observed MAE=0.006547 rank=856 [SoftImpute] Iter 52: observed MAE=0.006546 rank=854 [SoftImpute] Iter 53: observed MAE=0.006545 rank=852 [SoftImpute] Iter 54: observed MAE=0.006543 rank=850 [SoftImpute] Iter 55: observed MAE=0.006542 rank=849 [SoftImpute] Iter 56: observed MAE=0.006541 rank=846 [SoftImpute] Iter 57: observed MAE=0.006539 rank=844 [SoftImpute] Iter 58: observed MAE=0.006538 rank=842 [SoftImpute] Iter 59: observed MAE=0.006536 rank=841 [SoftImpute] Iter 60: observed MAE=0.006535 rank=839 [SoftImpute] Iter 61: observed MAE=0.006533 rank=837 [SoftImpute] Iter 62: observed MAE=0.006532 rank=837 [SoftImpute] Iter 63: observed MAE=0.006531 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1462 missing, elapsed time: 4.051 Imputing row 101/943 with 1627 missing, elapsed time: 5.571 Imputing row 201/943 with 1366 missing, elapsed time: 7.088 Imputing row 301/943 with 1462 missing, elapsed time: 8.622 Imputing row 401/943 with 1566 missing, elapsed time: 10.092 Imputing row 501/943 with 1626 missing, elapsed time: 11.571 Imputing row 601/943 with 1561 missing, elapsed time: 13.072 Imputing row 701/943 with 1658 missing, elapsed time: 14.569 Imputing row 801/943 with 1663 missing, elapsed time: 16.083 Imputing row 901/943 with 1581 missing, elapsed time: 17.571 [KNN] Warning: 23628/1586126 still missing after imputation, replacing with 0 ########### perturbation 38 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216114.7 tau: 0.08716039 beta: 0.06444622 diff Inf Iteration: 2 ELBO: -130344.9 tau: 0.711562 beta: 0.1071784 diff 0.3968714 Iteration: 3 ELBO: -115060.6 tau: 1.08915 beta: 0.4061684 diff 0.1172607 Iteration: 4 ELBO: -113207 tau: 1.146623 beta: 0.8295114 diff 0.01610997 Iteration: 5 ELBO: -112796.1 tau: 1.156558 beta: 1.114368 diff 0.003629102 Iteration: 6 ELBO: -112708 tau: 1.157907 beta: 1.273346 diff 0.0007818004 Iteration: 7 ELBO: -112689.4 tau: 1.157801 beta: 1.356857 diff 0.0001649948 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108733.6 tau: 1.197142 beta: 1.865193 diff Inf Iteration: 2 ELBO: -107763.1 tau: 1.204778 beta: 2.100695 diff 0.008925618 Iteration: 3 ELBO: -107254.5 tau: 1.220112 beta: 2.385444 diff 0.004719149 Iteration: 4 ELBO: -106652.4 tau: 1.242414 beta: 2.698084 diff 0.005613969 Iteration: 5 ELBO: -106187.9 tau: 1.260006 beta: 3.126362 diff 0.004355404 Iteration: 6 ELBO: -105962.6 tau: 1.267872 beta: 3.668695 diff 0.002121487 Iteration: 7 ELBO: -105853.3 tau: 1.27064 beta: 4.291798 diff 0.001031619 Iteration: 8 ELBO: -105785.7 tau: 1.271598 beta: 4.977621 diff 0.000638974 Iteration: 9 ELBO: -105734.7 tau: 1.271962 beta: 5.719285 diff 0.0004823779 Iteration: 10 ELBO: -105692 tau: 1.272142 beta: 6.512135 diff 0.000403197 Iteration: 11 ELBO: -105655.1 tau: 1.27227 beta: 7.350303 diff 0.0003496277 Iteration: 12 ELBO: -105623.1 tau: 1.272365 beta: 8.227864 diff 0.0003022137 Iteration: 13 ELBO: -105596.1 tau: 1.272406 beta: 9.140381 diff 0.0002563592 Iteration: 14 ELBO: -105573.3 tau: 1.272383 beta: 10.08382 diff 0.0002153037 Iteration: 15 ELBO: -105554.2 tau: 1.272308 beta: 11.05287 diff 0.0001813279 Iteration: 16 ELBO: -105538 tau: 1.272199 beta: 12.04071 diff 0.0001535595 Iteration: 17 ELBO: -105524.2 tau: 1.27207 beta: 13.03949 diff 0.0001304072 Iteration: 18 ELBO: -105512.5 tau: 1.271929 beta: 14.04098 diff 0.0001107292 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105362.7 tau: 1.303428 beta: 1.856986 diff Inf Iteration: 2 ELBO: -104388.3 tau: 1.310326 beta: 2.134737 diff 0.009247766 Iteration: 3 ELBO: -104056.6 tau: 1.319519 beta: 2.547931 diff 0.003177561 Iteration: 4 ELBO: -103827.7 tau: 1.327163 beta: 3.080179 diff 0.002199798 Iteration: 5 ELBO: -103656 tau: 1.332294 beta: 3.739766 diff 0.00165403 Iteration: 6 ELBO: -103511.8 tau: 1.336058 beta: 4.533842 diff 0.001391196 Iteration: 7 ELBO: -103383.2 tau: 1.339146 beta: 5.473945 diff 0.001242684 Iteration: 8 ELBO: -103269.3 tau: 1.341724 beta: 6.571358 diff 0.001101364 Iteration: 9 ELBO: -103173.3 tau: 1.343708 beta: 7.831913 diff 0.0009297563 Iteration: 10 ELBO: -103095.1 tau: 1.345091 beta: 9.254559 diff 0.000757674 Iteration: 11 ELBO: -103032.3 tau: 1.345987 beta: 10.83063 diff 0.0006094842 Iteration: 12 ELBO: -102982.3 tau: 1.346512 beta: 12.54427 diff 0.0004851933 Iteration: 13 ELBO: -102942.9 tau: 1.346754 beta: 14.3749 diff 0.0003822026 Iteration: 14 ELBO: -102912.1 tau: 1.346788 beta: 16.30028 diff 0.0002996366 Iteration: 15 ELBO: -102887.9 tau: 1.346672 beta: 18.29917 diff 0.0002347884 Iteration: 16 ELBO: -102868.9 tau: 1.346453 beta: 20.3529 diff 0.0001845915 Iteration: 17 ELBO: -102853.8 tau: 1.346165 beta: 22.44524 diff 0.0001465187 Iteration: 18 ELBO: -102841.7 tau: 1.345837 beta: 24.56148 diff 0.00011797 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103277.8 tau: 1.373115 beta: 1.88468 diff Inf Iteration: 2 ELBO: -102326.3 tau: 1.379334 beta: 2.193672 diff 0.009212451 Iteration: 3 ELBO: -101992.2 tau: 1.389228 beta: 2.620499 diff 0.003265041 Iteration: 4 ELBO: -101775.4 tau: 1.397076 beta: 3.149614 diff 0.002125785 Iteration: 5 ELBO: -101632.6 tau: 1.401362 beta: 3.80378 diff 0.001402926 Iteration: 6 ELBO: -101529.2 tau: 1.403574 beta: 4.597172 diff 0.001017839 Iteration: 7 ELBO: -101447.8 tau: 1.404765 beta: 5.536007 diff 0.0008012819 Iteration: 8 ELBO: -101380.7 tau: 1.40543 beta: 6.622268 diff 0.0006617416 Iteration: 9 ELBO: -101323.8 tau: 1.405807 beta: 7.855029 diff 0.0005613501 Iteration: 10 ELBO: -101274.8 tau: 1.406011 beta: 9.231477 diff 0.0004835115 Iteration: 11 ELBO: -101232.3 tau: 1.406102 beta: 10.74754 diff 0.0004202111 Iteration: 12 ELBO: -101195 tau: 1.406115 beta: 12.39754 diff 0.0003678635 Iteration: 13 ELBO: -101162.1 tau: 1.406075 beta: 14.17371 diff 0.0003248429 Iteration: 14 ELBO: -101132.8 tau: 1.406006 beta: 16.06616 diff 0.0002903158 Iteration: 15 ELBO: -101106.1 tau: 1.405929 beta: 18.06311 diff 0.0002638548 Iteration: 16 ELBO: -101081.3 tau: 1.405871 beta: 20.15102 diff 0.0002451781 Iteration: 17 ELBO: -101057.7 tau: 1.405858 beta: 22.31442 diff 0.0002338668 Iteration: 18 ELBO: -101034.5 tau: 1.405917 beta: 24.53566 diff 0.000229085 Iteration: 19 ELBO: -101011.3 tau: 1.40607 beta: 26.79516 diff 0.0002293622 Iteration: 20 ELBO: -100987.8 tau: 1.40633 beta: 29.07208 diff 0.0002325515 Iteration: 21 ELBO: -100964 tau: 1.4067 beta: 31.34482 diff 0.0002361115 Iteration: 22 ELBO: -100940 tau: 1.407169 beta: 33.59052 diff 0.0002376683 Iteration: 23 ELBO: -100916.2 tau: 1.407725 beta: 35.78371 diff 0.0002354548 Iteration: 24 ELBO: -100893.2 tau: 1.408349 beta: 37.8963 diff 0.000228258 Iteration: 25 ELBO: -100871.5 tau: 1.409016 beta: 39.90051 diff 0.0002151235 Iteration: 26 ELBO: -100851.8 tau: 1.409691 beta: 41.77428 diff 0.0001955236 Iteration: 27 ELBO: -100834.6 tau: 1.410329 beta: 43.50586 diff 0.0001701675 Iteration: 28 ELBO: -100820.3 tau: 1.410889 beta: 45.09426 diff 0.0001414942 Iteration: 29 ELBO: -100809 tau: 1.411346 beta: 46.54602 diff 0.0001128685 After 30 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101389.1 tau: 1.441172 beta: 1.831111 diff Inf Iteration: 2 ELBO: -100437.1 tau: 1.449343 beta: 2.100233 diff 0.009389857 Iteration: 3 ELBO: -100143.5 tau: 1.457205 beta: 2.525053 diff 0.002923081 Iteration: 4 ELBO: -99954.49 tau: 1.462912 beta: 3.084994 diff 0.001887336 Iteration: 5 ELBO: -99816.42 tau: 1.466395 beta: 3.788963 diff 0.001381329 Iteration: 6 ELBO: -99706.41 tau: 1.468582 beta: 4.649672 diff 0.001102093 Iteration: 7 ELBO: -99613.81 tau: 1.470065 beta: 5.678741 diff 0.0009287511 Iteration: 8 ELBO: -99533.34 tau: 1.471173 beta: 6.882967 diff 0.0008078192 Iteration: 9 ELBO: -99462.59 tau: 1.472074 beta: 8.263659 diff 0.0007107634 Iteration: 10 ELBO: -99400.8 tau: 1.472814 beta: 9.817571 diff 0.0006212937 Iteration: 11 ELBO: -99347.67 tau: 1.473388 beta: 11.53702 diff 0.0005344817 Iteration: 12 ELBO: -99302.8 tau: 1.473784 beta: 13.40985 diff 0.0004516101 Iteration: 13 ELBO: -99265.5 tau: 1.474002 beta: 15.42026 diff 0.0003756168 Iteration: 14 ELBO: -99234.8 tau: 1.47406 beta: 17.54997 diff 0.0003093268 Iteration: 15 ELBO: -99209.58 tau: 1.473987 beta: 19.77913 diff 0.000254103 Iteration: 16 ELBO: -99188.81 tau: 1.473818 beta: 22.08721 diff 0.0002093222 Iteration: 17 ELBO: -99171.63 tau: 1.473583 beta: 24.45401 diff 0.0001732878 Iteration: 18 ELBO: -99157.32 tau: 1.473303 beta: 26.86055 diff 0.0001442362 Iteration: 19 ELBO: -99145.35 tau: 1.472995 beta: 29.28957 diff 0.0001207207 Iteration: 20 ELBO: -99135.28 tau: 1.47267 beta: 31.72565 diff 0.0001015973 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99784.85 tau: 1.501269 beta: 1.845623 diff Inf Iteration: 2 ELBO: -98827.4 tau: 1.507582 beta: 2.149712 diff 0.009595172 Iteration: 3 ELBO: -98509.7 tau: 1.51667 beta: 2.608447 diff 0.003214714 Iteration: 4 ELBO: -98311.94 tau: 1.52317 beta: 3.214729 diff 0.00200753 Iteration: 5 ELBO: -98174.67 tau: 1.526663 beta: 3.981371 diff 0.001396296 Iteration: 6 ELBO: -98069.61 tau: 1.528534 beta: 4.920643 diff 0.001070053 Iteration: 7 ELBO: -97985.21 tau: 1.529533 beta: 6.043404 diff 0.0008606471 Iteration: 8 ELBO: -97915.81 tau: 1.53001 beta: 7.358358 diff 0.00070823 Iteration: 9 ELBO: -97858.01 tau: 1.530144 beta: 8.870822 diff 0.0005903309 Iteration: 10 ELBO: -97809.35 tau: 1.530049 beta: 10.58181 diff 0.0004972982 Iteration: 11 ELBO: -97767.97 tau: 1.529804 beta: 12.48814 diff 0.0004230173 Iteration: 12 ELBO: -97732.46 tau: 1.529466 beta: 14.58307 diff 0.0003632208 Iteration: 13 ELBO: -97701.67 tau: 1.529072 beta: 16.85704 diff 0.0003150671 Iteration: 14 ELBO: -97674.65 tau: 1.528655 beta: 19.29806 diff 0.0002765084 Iteration: 15 ELBO: -97650.66 tau: 1.52824 beta: 21.89191 diff 0.0002456717 Iteration: 16 ELBO: -97629.13 tau: 1.527843 beta: 24.62263 diff 0.000220486 Iteration: 17 ELBO: -97609.71 tau: 1.527471 beta: 27.47419 diff 0.0001988763 Iteration: 18 ELBO: -97592.18 tau: 1.527117 beta: 30.43237 diff 0.0001795596 Iteration: 19 ELBO: -97576.34 tau: 1.526773 beta: 33.48556 diff 0.0001623766 Iteration: 20 ELBO: -97561.94 tau: 1.526437 beta: 36.62434 diff 0.0001475656 Iteration: 21 ELBO: -97548.75 tau: 1.526107 beta: 39.84103 diff 0.0001351198 Iteration: 22 ELBO: -97536.58 tau: 1.525786 beta: 43.12966 diff 0.0001247966 Iteration: 23 ELBO: -97525.24 tau: 1.525475 beta: 46.4859 diff 0.0001163012 Iteration: 24 ELBO: -97514.57 tau: 1.525177 beta: 49.90695 diff 0.0001093738 Iteration: 25 ELBO: -97504.45 tau: 1.524893 beta: 53.3912 diff 0.0001037999 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98464.46 tau: 1.551444 beta: 1.871444 diff Inf Iteration: 2 ELBO: -97530.51 tau: 1.558171 beta: 2.198216 diff 0.009485066 Iteration: 3 ELBO: -97245.13 tau: 1.565569 beta: 2.701448 diff 0.002926068 Iteration: 4 ELBO: -97051.99 tau: 1.57148 beta: 3.355432 diff 0.001986187 Iteration: 5 ELBO: -96904.5 tau: 1.575382 beta: 4.167239 diff 0.001519652 Iteration: 6 ELBO: -96784.62 tau: 1.578035 beta: 5.14784 diff 0.001237104 Iteration: 7 ELBO: -96685.18 tau: 1.579883 beta: 6.309807 diff 0.00102741 Iteration: 8 ELBO: -96602.46 tau: 1.581116 beta: 7.66846 diff 0.0008556066 Iteration: 9 ELBO: -96533.3 tau: 1.581867 beta: 9.239508 diff 0.0007159168 Iteration: 10 ELBO: -96474.93 tau: 1.582266 beta: 11.03579 diff 0.0006046305 Iteration: 11 ELBO: -96425.22 tau: 1.582417 beta: 13.0659 diff 0.0005152504 Iteration: 12 ELBO: -96382.62 tau: 1.582393 beta: 15.33403 diff 0.0004418478 Iteration: 13 ELBO: -96345.95 tau: 1.582242 beta: 17.84016 diff 0.00038041 Iteration: 14 ELBO: -96314.31 tau: 1.581997 beta: 20.58032 diff 0.0003284122 Iteration: 15 ELBO: -96286.94 tau: 1.581681 beta: 23.54694 diff 0.0002841834 Iteration: 16 ELBO: -96263.21 tau: 1.581316 beta: 26.72942 diff 0.0002465035 Iteration: 17 ELBO: -96242.57 tau: 1.580914 beta: 30.11479 diff 0.0002143972 Iteration: 18 ELBO: -96224.57 tau: 1.580488 beta: 33.68834 diff 0.000187033 Iteration: 19 ELBO: -96208.82 tau: 1.580046 beta: 37.43417 diff 0.0001636762 Iteration: 20 ELBO: -96194.99 tau: 1.579595 beta: 41.33577 diff 0.000143677 Iteration: 21 ELBO: -96182.83 tau: 1.57914 beta: 45.37652 diff 0.0001264773 Iteration: 22 ELBO: -96172.09 tau: 1.578684 beta: 49.54021 diff 0.0001116165 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97071.27 tau: 1.606271 beta: 1.896964 diff Inf Iteration: 2 ELBO: -96162.23 tau: 1.61107 beta: 2.264912 diff 0.009364692 Iteration: 3 ELBO: -95871.3 tau: 1.618564 beta: 2.822518 diff 0.003025465 Iteration: 4 ELBO: -95677.08 tau: 1.624714 beta: 3.554178 diff 0.002025751 Iteration: 5 ELBO: -95535.01 tau: 1.628352 beta: 4.476544 diff 0.001484891 Iteration: 6 ELBO: -95422.26 tau: 1.630462 beta: 5.61017 diff 0.001180288 Iteration: 7 ELBO: -95329.32 tau: 1.631717 beta: 6.975603 diff 0.0009739181 Iteration: 8 ELBO: -95251.22 tau: 1.632464 beta: 8.589775 diff 0.0008193252 Iteration: 9 ELBO: -95184.77 tau: 1.632902 beta: 10.46258 diff 0.0006976145 Iteration: 10 ELBO: -95127.93 tau: 1.633145 beta: 12.59501 diff 0.0005970889 Iteration: 11 ELBO: -95079.34 tau: 1.633252 beta: 14.97897 diff 0.0005108284 Iteration: 12 ELBO: -95037.95 tau: 1.633253 beta: 17.59893 diff 0.0004352947 Iteration: 13 ELBO: -95002.88 tau: 1.633158 beta: 20.43513 diff 0.0003689999 Iteration: 14 ELBO: -94973.26 tau: 1.632972 beta: 23.4667 diff 0.0003117833 Iteration: 15 ELBO: -94948.21 tau: 1.632707 beta: 26.67327 diff 0.0002638 Iteration: 16 ELBO: -94926.88 tau: 1.632379 beta: 30.03544 diff 0.0002246031 Iteration: 17 ELBO: -94908.56 tau: 1.632009 beta: 33.53474 diff 0.0001930736 Iteration: 18 ELBO: -94892.63 tau: 1.631615 beta: 37.15359 diff 0.0001678017 Iteration: 19 ELBO: -94878.64 tau: 1.631212 beta: 40.87537 diff 0.0001474144 Iteration: 20 ELBO: -94866.24 tau: 1.630811 beta: 44.68458 diff 0.0001307345 Iteration: 21 ELBO: -94855.15 tau: 1.630417 beta: 48.5671 diff 0.0001168283 Iteration: 22 ELBO: -94845.19 tau: 1.630034 beta: 52.51037 diff 0.0001049977 After 23 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95831.56 tau: 1.657516 beta: 1.87259 diff Inf Iteration: 2 ELBO: -94922 tau: 1.662679 beta: 2.219765 diff 0.009491159 Iteration: 3 ELBO: -94638.21 tau: 1.670002 beta: 2.75091 diff 0.002989784 Iteration: 4 ELBO: -94446.23 tau: 1.676177 beta: 3.44672 diff 0.002028527 Iteration: 5 ELBO: -94301.77 tau: 1.680162 beta: 4.32172 diff 0.001529585 Iteration: 6 ELBO: -94186.12 tau: 1.682674 beta: 5.395175 diff 0.001226381 Iteration: 7 ELBO: -94090.78 tau: 1.684283 beta: 6.68498 diff 0.001012185 Iteration: 8 ELBO: -94011.21 tau: 1.685295 beta: 8.206025 diff 0.0008457506 Iteration: 9 ELBO: -93944.34 tau: 1.685881 beta: 9.969017 diff 0.0007113022 Iteration: 10 ELBO: -93887.78 tau: 1.686155 beta: 11.9796 diff 0.000602042 Iteration: 11 ELBO: -93839.53 tau: 1.686211 beta: 14.23772 diff 0.000513939 Iteration: 12 ELBO: -93797.94 tau: 1.686124 beta: 16.73724 diff 0.0004431279 Iteration: 13 ELBO: -93761.76 tau: 1.685952 beta: 19.46597 diff 0.0003857306 Iteration: 14 ELBO: -93730.03 tau: 1.685736 beta: 22.40604 diff 0.0003383763 Iteration: 15 ELBO: -93702.06 tau: 1.685502 beta: 25.53462 diff 0.0002984376 Iteration: 16 ELBO: -93677.33 tau: 1.685266 beta: 28.82462 diff 0.000263972 Iteration: 17 ELBO: -93655.45 tau: 1.685037 beta: 32.24549 diff 0.0002335618 Iteration: 18 ELBO: -93636.14 tau: 1.684817 beta: 35.76427 diff 0.0002061975 Iteration: 19 ELBO: -93619.17 tau: 1.684605 beta: 39.34715 diff 0.0001812389 Iteration: 20 ELBO: -93604.34 tau: 1.684397 beta: 42.96135 diff 0.0001583867 Iteration: 21 ELBO: -93591.46 tau: 1.684188 beta: 46.57697 diff 0.0001375946 Iteration: 22 ELBO: -93580.33 tau: 1.683976 beta: 50.16832 diff 0.0001189259 Iteration: 23 ELBO: -93570.74 tau: 1.683758 beta: 53.71449 diff 0.0001024166 After 24 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94529.11 tau: 1.713286 beta: 1.927334 diff Inf Iteration: 2 ELBO: -93626.46 tau: 1.717963 beta: 2.283924 diff 0.009548961 Iteration: 3 ELBO: -93346.18 tau: 1.724838 beta: 2.838001 diff 0.002993611 Iteration: 4 ELBO: -93152.82 tau: 1.730909 beta: 3.570852 diff 0.002071396 Iteration: 5 ELBO: -93005.11 tau: 1.734984 beta: 4.500355 diff 0.001585716 Iteration: 6 ELBO: -92886.29 tau: 1.737639 beta: 5.648209 diff 0.001277514 Iteration: 7 ELBO: -92788.49 tau: 1.739367 beta: 7.033309 diff 0.001052932 Iteration: 8 ELBO: -92707.14 tau: 1.740454 beta: 8.670824 diff 0.0008766647 Iteration: 9 ELBO: -92639.01 tau: 1.74108 beta: 10.57174 diff 0.0007349748 Iteration: 10 ELBO: -92581.53 tau: 1.74138 beta: 12.74172 diff 0.0006204685 Iteration: 11 ELBO: -92532.75 tau: 1.741452 beta: 15.18011 diff 0.00052682 Iteration: 12 ELBO: -92491.22 tau: 1.741367 beta: 17.87968 diff 0.0004488335 Iteration: 13 ELBO: -92455.8 tau: 1.74117 beta: 20.82721 diff 0.0003829451 Iteration: 14 ELBO: -92425.58 tau: 1.740888 beta: 24.00453 diff 0.000326895 Iteration: 15 ELBO: -92399.78 tau: 1.740542 beta: 27.38974 diff 0.0002791564 Iteration: 16 ELBO: -92377.74 tau: 1.740148 beta: 30.95833 diff 0.000238521 Iteration: 17 ELBO: -92358.9 tau: 1.739718 beta: 34.68427 diff 0.0002039197 Iteration: 18 ELBO: -92342.79 tau: 1.739261 beta: 38.54092 diff 0.0001744051 Iteration: 19 ELBO: -92329.02 tau: 1.738787 beta: 42.50196 diff 0.0001491799 Iteration: 20 ELBO: -92317.24 tau: 1.7383 beta: 46.54211 diff 0.0001276008 Iteration: 21 ELBO: -92307.16 tau: 1.737805 beta: 50.63792 diff 0.0001091548 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93320.56 tau: 1.766918 beta: 1.891641 diff Inf Iteration: 2 ELBO: -92421.2 tau: 1.770366 beta: 2.266449 diff 0.009637326 Iteration: 3 ELBO: -92135.09 tau: 1.776982 beta: 2.847839 diff 0.003095699 Iteration: 4 ELBO: -91937.32 tau: 1.783243 beta: 3.612699 diff 0.0021465 Iteration: 5 ELBO: -91786.75 tau: 1.787547 beta: 4.578181 diff 0.001637742 Iteration: 6 ELBO: -91666.46 tau: 1.790306 beta: 5.7707 diff 0.001310533 Iteration: 7 ELBO: -91568.41 tau: 1.791997 beta: 7.215732 diff 0.001069631 Iteration: 8 ELBO: -91487.32 tau: 1.792979 beta: 8.933263 diff 0.0008855888 Iteration: 9 ELBO: -91419.54 tau: 1.793484 beta: 10.93728 diff 0.0007408733 Iteration: 10 ELBO: -91362.45 tau: 1.793659 beta: 13.23558 diff 0.0006244378 Iteration: 11 ELBO: -91314.1 tau: 1.793598 beta: 15.83031 diff 0.0005292382 Iteration: 12 ELBO: -91272.93 tau: 1.793368 beta: 18.71895 diff 0.0004508583 Iteration: 13 ELBO: -91237.67 tau: 1.793016 beta: 21.895 diff 0.0003863408 Iteration: 14 ELBO: -91207.26 tau: 1.792582 beta: 25.34848 diff 0.0003333294 Iteration: 15 ELBO: -91180.83 tau: 1.792097 beta: 29.0664 diff 0.0002897837 Iteration: 16 ELBO: -91157.67 tau: 1.791588 beta: 33.03309 diff 0.000253915 Iteration: 17 ELBO: -91137.24 tau: 1.791073 beta: 37.23057 diff 0.0002241645 Iteration: 18 ELBO: -91119.08 tau: 1.790566 beta: 41.63893 diff 0.000199205 Iteration: 19 ELBO: -91102.87 tau: 1.790077 beta: 46.23681 diff 0.0001779537 Iteration: 20 ELBO: -91088.33 tau: 1.78961 beta: 51.00194 diff 0.0001595642 Iteration: 21 ELBO: -91075.27 tau: 1.789167 beta: 55.91175 diff 0.0001433874 Iteration: 22 ELBO: -91063.53 tau: 1.788747 beta: 60.9439 diff 0.0001289206 Iteration: 23 ELBO: -91052.99 tau: 1.788346 beta: 66.07709 diff 0.0001157745 Iteration: 24 ELBO: -91043.55 tau: 1.787959 beta: 71.29182 diff 0.0001036708 After 25 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 512.821201 [SoftImpute] Iter 1: observed MAE=0.006670 rank=943 [SoftImpute] Iter 2: observed MAE=0.006581 rank=943 [SoftImpute] Iter 3: observed MAE=0.006581 rank=943 [SoftImpute] Iter 4: observed MAE=0.006582 rank=943 [SoftImpute] Iter 5: observed MAE=0.006582 rank=943 [SoftImpute] Iter 6: observed MAE=0.006583 rank=943 [SoftImpute] Iter 7: observed MAE=0.006583 rank=941 [SoftImpute] Iter 8: observed MAE=0.006583 rank=940 [SoftImpute] Iter 9: observed MAE=0.006583 rank=939 [SoftImpute] Iter 10: observed MAE=0.006583 rank=937 [SoftImpute] Iter 11: observed MAE=0.006583 rank=936 [SoftImpute] Iter 12: observed MAE=0.006583 rank=934 [SoftImpute] Iter 13: observed MAE=0.006583 rank=933 [SoftImpute] Iter 14: observed MAE=0.006583 rank=930 [SoftImpute] Iter 15: observed MAE=0.006583 rank=929 [SoftImpute] Iter 16: observed MAE=0.006582 rank=926 [SoftImpute] Iter 17: observed MAE=0.006582 rank=924 [SoftImpute] Iter 18: observed MAE=0.006581 rank=923 [SoftImpute] Iter 19: observed MAE=0.006581 rank=921 [SoftImpute] Iter 20: observed MAE=0.006581 rank=920 [SoftImpute] Iter 21: observed MAE=0.006580 rank=918 [SoftImpute] Iter 22: observed MAE=0.006580 rank=915 [SoftImpute] Iter 23: observed MAE=0.006579 rank=913 [SoftImpute] Iter 24: observed MAE=0.006578 rank=911 [SoftImpute] Iter 25: observed MAE=0.006578 rank=909 [SoftImpute] Iter 26: observed MAE=0.006577 rank=907 [SoftImpute] Iter 27: observed MAE=0.006576 rank=905 [SoftImpute] Iter 28: observed MAE=0.006575 rank=904 [SoftImpute] Iter 29: observed MAE=0.006575 rank=901 [SoftImpute] Iter 30: observed MAE=0.006574 rank=899 [SoftImpute] Iter 31: observed MAE=0.006573 rank=896 [SoftImpute] Iter 32: observed MAE=0.006572 rank=894 [SoftImpute] Iter 33: observed MAE=0.006571 rank=892 [SoftImpute] Iter 34: observed MAE=0.006570 rank=889 [SoftImpute] Iter 35: observed MAE=0.006569 rank=888 [SoftImpute] Iter 36: observed MAE=0.006568 rank=886 [SoftImpute] Iter 37: observed MAE=0.006567 rank=884 [SoftImpute] Iter 38: observed MAE=0.006565 rank=881 [SoftImpute] Iter 39: observed MAE=0.006564 rank=879 [SoftImpute] Iter 40: observed MAE=0.006563 rank=877 [SoftImpute] Iter 41: observed MAE=0.006562 rank=876 [SoftImpute] Iter 42: observed MAE=0.006561 rank=872 [SoftImpute] Iter 43: observed MAE=0.006560 rank=871 [SoftImpute] Iter 44: observed MAE=0.006559 rank=870 [SoftImpute] Iter 45: observed MAE=0.006557 rank=868 [SoftImpute] Iter 46: observed MAE=0.006556 rank=866 [SoftImpute] Iter 47: observed MAE=0.006555 rank=864 [SoftImpute] Iter 48: observed MAE=0.006554 rank=862 [SoftImpute] Iter 49: observed MAE=0.006553 rank=861 [SoftImpute] Iter 50: observed MAE=0.006552 rank=858 [SoftImpute] Iter 51: observed MAE=0.006550 rank=856 [SoftImpute] Iter 52: observed MAE=0.006549 rank=854 [SoftImpute] Iter 53: observed MAE=0.006548 rank=852 [SoftImpute] Iter 54: observed MAE=0.006546 rank=850 [SoftImpute] Iter 55: observed MAE=0.006545 rank=848 [SoftImpute] Iter 56: observed MAE=0.006544 rank=846 [SoftImpute] Iter 57: observed MAE=0.006542 rank=845 [SoftImpute] Iter 58: observed MAE=0.006541 rank=843 [SoftImpute] Iter 59: observed MAE=0.006540 rank=842 [SoftImpute] Iter 60: observed MAE=0.006538 rank=840 [SoftImpute] Iter 61: observed MAE=0.006537 rank=837 [SoftImpute] Iter 62: observed MAE=0.006535 rank=836 [SoftImpute] Iter 63: observed MAE=0.006534 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1455 missing, elapsed time: 4.086 Imputing row 101/943 with 1634 missing, elapsed time: 5.592 Imputing row 201/943 with 1371 missing, elapsed time: 7.108 Imputing row 301/943 with 1469 missing, elapsed time: 8.599 Imputing row 401/943 with 1554 missing, elapsed time: 10.086 Imputing row 501/943 with 1624 missing, elapsed time: 11.567 Imputing row 601/943 with 1558 missing, elapsed time: 13.069 Imputing row 701/943 with 1654 missing, elapsed time: 14.572 Imputing row 801/943 with 1661 missing, elapsed time: 16.085 Imputing row 901/943 with 1579 missing, elapsed time: 17.579 [KNN] Warning: 36363/1586126 still missing after imputation, replacing with 0 ########### perturbation 39 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216134.3 tau: 0.08710788 beta: 0.06399763 diff Inf Iteration: 2 ELBO: -129726.5 tau: 0.7225357 beta: 0.1045197 diff 0.3997874 Iteration: 3 ELBO: -114760.9 tau: 1.097726 beta: 0.400578 diff 0.1153632 Iteration: 4 ELBO: -113175.6 tau: 1.147701 beta: 0.8187716 diff 0.01381387 Iteration: 5 ELBO: -112828 tau: 1.155672 beta: 1.097237 diff 0.003071095 Iteration: 6 ELBO: -112752.3 tau: 1.156645 beta: 1.251701 diff 0.0006711192 Iteration: 7 ELBO: -112735.9 tau: 1.156483 beta: 1.332574 diff 0.0001455562 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108777 tau: 1.196016 beta: 1.857156 diff Inf Iteration: 2 ELBO: -107866.6 tau: 1.201068 beta: 2.137754 diff 0.008369686 Iteration: 3 ELBO: -107512.7 tau: 1.209384 beta: 2.546451 diff 0.003280417 Iteration: 4 ELBO: -107118.2 tau: 1.22244 beta: 3.002181 diff 0.003669777 Iteration: 5 ELBO: -106582.7 tau: 1.241998 beta: 3.46703 diff 0.004999277 Iteration: 6 ELBO: -106142.7 tau: 1.258711 beta: 4.032555 diff 0.004128003 Iteration: 7 ELBO: -105932.6 tau: 1.266246 beta: 4.699585 diff 0.001979478 Iteration: 8 ELBO: -105832.1 tau: 1.26899 beta: 5.428486 diff 0.0009483429 Iteration: 9 ELBO: -105771.5 tau: 1.270027 beta: 6.204599 diff 0.000572922 Iteration: 10 ELBO: -105727.9 tau: 1.270424 beta: 7.026161 diff 0.0004118957 Iteration: 11 ELBO: -105693.4 tau: 1.270551 beta: 7.892437 diff 0.0003262294 Iteration: 12 ELBO: -105664.8 tau: 1.27056 beta: 8.800064 diff 0.0002714215 Iteration: 13 ELBO: -105640.4 tau: 1.270512 beta: 9.743496 diff 0.0002304285 Iteration: 14 ELBO: -105619.6 tau: 1.270432 beta: 10.71594 diff 0.0001966894 Iteration: 15 ELBO: -105601.9 tau: 1.270331 beta: 11.7098 diff 0.0001678344 Iteration: 16 ELBO: -105586.8 tau: 1.270217 beta: 12.71683 diff 0.0001428695 Iteration: 17 ELBO: -105574 tau: 1.270093 beta: 13.72839 diff 0.0001211815 Iteration: 18 ELBO: -105563.2 tau: 1.269963 beta: 14.73584 diff 0.0001023332 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105419.1 tau: 1.301836 beta: 1.837995 diff Inf Iteration: 2 ELBO: -104413.6 tau: 1.310352 beta: 2.094251 diff 0.009537924 Iteration: 3 ELBO: -104045.1 tau: 1.321504 beta: 2.476773 diff 0.003529833 Iteration: 4 ELBO: -103785.1 tau: 1.330654 beta: 2.977359 diff 0.002498746 Iteration: 5 ELBO: -103602.6 tau: 1.336298 beta: 3.611878 diff 0.001758862 Iteration: 6 ELBO: -103469.7 tau: 1.339463 beta: 4.395135 diff 0.0012819 Iteration: 7 ELBO: -103365.6 tau: 1.341267 beta: 5.341006 diff 0.001006139 Iteration: 8 ELBO: -103279.6 tau: 1.34237 beta: 6.459237 diff 0.0008321393 Iteration: 9 ELBO: -103207.3 tau: 1.343076 beta: 7.752581 diff 0.0007004995 Iteration: 10 ELBO: -103146.7 tau: 1.343509 beta: 9.217253 diff 0.0005869463 Iteration: 11 ELBO: -103096.5 tau: 1.343726 beta: 10.84538 diff 0.0004867754 Iteration: 12 ELBO: -103055.1 tau: 1.343774 beta: 12.62596 diff 0.000401463 Iteration: 13 ELBO: -103021 tau: 1.343693 beta: 14.54526 diff 0.0003305289 Iteration: 14 ELBO: -102993 tau: 1.343518 beta: 16.58737 diff 0.000272155 Iteration: 15 ELBO: -102969.9 tau: 1.343276 beta: 18.73487 diff 0.0002244499 Iteration: 16 ELBO: -102950.8 tau: 1.342989 beta: 20.96947 diff 0.0001856382 Iteration: 17 ELBO: -102934.9 tau: 1.342672 beta: 23.27265 diff 0.0001540911 Iteration: 18 ELBO: -102921.7 tau: 1.342339 beta: 25.62616 diff 0.0001283878 Iteration: 19 ELBO: -102910.6 tau: 1.341997 beta: 28.01251 diff 0.0001073539 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103384.9 tau: 1.369851 beta: 1.854684 diff Inf Iteration: 2 ELBO: -102446.9 tau: 1.375693 beta: 2.163157 diff 0.009072291 Iteration: 3 ELBO: -102133.7 tau: 1.383995 beta: 2.616097 diff 0.003057305 Iteration: 4 ELBO: -101916.8 tau: 1.3913 beta: 3.182504 diff 0.00212384 Iteration: 5 ELBO: -101762.3 tau: 1.395922 beta: 3.877663 diff 0.001516534 Iteration: 6 ELBO: -101643.6 tau: 1.398742 beta: 4.716987 diff 0.001165669 Iteration: 7 ELBO: -101545.9 tau: 1.40066 beta: 5.710878 diff 0.0009616347 Iteration: 8 ELBO: -101463.6 tau: 1.402028 beta: 6.866606 diff 0.0008101411 Iteration: 9 ELBO: -101393.5 tau: 1.403013 beta: 8.186588 diff 0.0006910547 Iteration: 10 ELBO: -101332.6 tau: 1.403755 beta: 9.667564 diff 0.0006002014 Iteration: 11 ELBO: -101279 tau: 1.404352 beta: 11.30059 diff 0.0005292714 Iteration: 12 ELBO: -101231.4 tau: 1.404861 beta: 13.07135 diff 0.000470119 Iteration: 13 ELBO: -101189.2 tau: 1.4053 beta: 14.96129 diff 0.0004170865 Iteration: 14 ELBO: -101152 tau: 1.405672 beta: 16.94942 diff 0.0003674176 Iteration: 15 ELBO: -101119.6 tau: 1.405969 beta: 19.0142 diff 0.0003205301 Iteration: 16 ELBO: -101091.6 tau: 1.406192 beta: 21.13478 diff 0.0002771229 Iteration: 17 ELBO: -101067.5 tau: 1.406346 beta: 23.29133 diff 0.0002381966 Iteration: 18 ELBO: -101046.8 tau: 1.40644 beta: 25.46502 diff 0.0002042781 Iteration: 19 ELBO: -101029.1 tau: 1.406489 beta: 27.6383 diff 0.0001752762 Iteration: 20 ELBO: -101013.9 tau: 1.406502 beta: 29.79532 diff 0.0001507304 Iteration: 21 ELBO: -101000.8 tau: 1.40649 beta: 31.92218 diff 0.0001300555 Iteration: 22 ELBO: -100989.4 tau: 1.40646 beta: 34.00697 diff 0.0001126651 After 23 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101535.2 tau: 1.435217 beta: 1.862726 diff Inf Iteration: 2 ELBO: -100608.8 tau: 1.441121 beta: 2.174526 diff 0.009124633 Iteration: 3 ELBO: -100316.1 tau: 1.448308 beta: 2.658434 diff 0.00290864 Iteration: 4 ELBO: -100115.1 tau: 1.454339 beta: 3.300539 diff 0.002003766 Iteration: 5 ELBO: -99962.23 tau: 1.458397 beta: 4.119255 diff 0.00152711 Iteration: 6 ELBO: -99838.24 tau: 1.461104 beta: 5.138059 diff 0.001240369 Iteration: 7 ELBO: -99731.85 tau: 1.463105 beta: 6.37599 diff 0.001065666 Iteration: 8 ELBO: -99637.62 tau: 1.464784 beta: 7.841964 diff 0.0009448509 Iteration: 9 ELBO: -99554.27 tau: 1.466264 beta: 9.531466 diff 0.0008365042 Iteration: 10 ELBO: -99481.98 tau: 1.467518 beta: 11.43189 diff 0.0007260947 Iteration: 11 ELBO: -99420.78 tau: 1.468488 beta: 13.52999 diff 0.0006152718 Iteration: 12 ELBO: -99370.08 tau: 1.469151 beta: 15.81036 diff 0.0005099626 Iteration: 13 ELBO: -99328.65 tau: 1.469535 beta: 18.25298 diff 0.0004169285 Iteration: 14 ELBO: -99294.94 tau: 1.469693 beta: 20.83518 diff 0.0003393323 Iteration: 15 ELBO: -99267.45 tau: 1.469683 beta: 23.53388 diff 0.0002768872 Iteration: 16 ELBO: -99244.88 tau: 1.469556 beta: 26.32638 diff 0.0002273655 Iteration: 17 ELBO: -99226.22 tau: 1.469351 beta: 29.19049 diff 0.0001880032 Iteration: 18 ELBO: -99210.7 tau: 1.469097 beta: 32.10468 diff 0.0001563861 Iteration: 19 ELBO: -99197.73 tau: 1.468813 beta: 35.04833 diff 0.000130696 Iteration: 20 ELBO: -99186.86 tau: 1.468512 beta: 38.00204 diff 0.0001096259 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99909.19 tau: 1.49696 beta: 1.828649 diff Inf Iteration: 2 ELBO: -98953.89 tau: 1.50348 beta: 2.127514 diff 0.009561683 Iteration: 3 ELBO: -98658.68 tau: 1.511265 beta: 2.589111 diff 0.002983296 Iteration: 4 ELBO: -98478.12 tau: 1.516434 beta: 3.208888 diff 0.001830123 Iteration: 5 ELBO: -98349.03 tau: 1.519146 beta: 4.00281 diff 0.001310856 Iteration: 6 ELBO: -98246.31 tau: 1.520663 beta: 4.983757 diff 0.001044433 Iteration: 7 ELBO: -98161.03 tau: 1.521562 beta: 6.162425 diff 0.0008680411 Iteration: 8 ELBO: -98089.06 tau: 1.522081 beta: 7.547022 diff 0.0007331822 Iteration: 9 ELBO: -98027.77 tau: 1.522341 beta: 9.142694 diff 0.0006248583 Iteration: 10 ELBO: -97975.16 tau: 1.522421 beta: 10.95135 diff 0.0005366703 Iteration: 11 ELBO: -97929.67 tau: 1.522376 beta: 12.97169 diff 0.0004642883 Iteration: 12 ELBO: -97890.07 tau: 1.522247 beta: 15.19929 diff 0.0004044616 Iteration: 13 ELBO: -97855.34 tau: 1.522063 beta: 17.62634 diff 0.0003547066 Iteration: 14 ELBO: -97824.73 tau: 1.521847 beta: 20.24145 diff 0.0003128775 Iteration: 15 ELBO: -97797.64 tau: 1.521615 beta: 23.03012 diff 0.0002769167 Iteration: 16 ELBO: -97773.66 tau: 1.521371 beta: 25.97657 diff 0.0002451243 Iteration: 17 ELBO: -97752.47 tau: 1.521113 beta: 29.06601 diff 0.0002168177 Iteration: 18 ELBO: -97733.67 tau: 1.52084 beta: 32.28506 diff 0.0001922345 Iteration: 19 ELBO: -97716.91 tau: 1.520556 beta: 35.62055 diff 0.000171492 Iteration: 20 ELBO: -97701.85 tau: 1.520271 beta: 39.05837 diff 0.000154124 Iteration: 21 ELBO: -97688.23 tau: 1.519991 beta: 42.5828 diff 0.000139405 Iteration: 22 ELBO: -97675.86 tau: 1.519723 beta: 46.17642 diff 0.0001266553 Iteration: 23 ELBO: -97664.59 tau: 1.519471 beta: 49.82038 diff 0.0001153308 Iteration: 24 ELBO: -97654.34 tau: 1.519236 beta: 53.495 diff 0.0001050279 After 25 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98602.4 tau: 1.546267 beta: 1.865956 diff Inf Iteration: 2 ELBO: -97686.1 tau: 1.551825 beta: 2.195329 diff 0.00929282 Iteration: 3 ELBO: -97401.22 tau: 1.558706 beta: 2.702524 diff 0.002916317 Iteration: 4 ELBO: -97209.14 tau: 1.564476 beta: 3.357721 diff 0.001972039 Iteration: 5 ELBO: -97066.66 tau: 1.568154 beta: 4.170337 diff 0.001465709 Iteration: 6 ELBO: -96955.07 tau: 1.570381 beta: 5.156825 diff 0.001149628 Iteration: 7 ELBO: -96864.63 tau: 1.571737 beta: 6.330046 diff 0.0009327918 Iteration: 8 ELBO: -96789.89 tau: 1.572563 beta: 7.697135 diff 0.0007715836 Iteration: 9 ELBO: -96727.55 tau: 1.573043 beta: 9.260048 diff 0.0006440852 Iteration: 10 ELBO: -96675.29 tau: 1.573281 beta: 11.0157 diff 0.0005402694 Iteration: 11 ELBO: -96631.29 tau: 1.573346 beta: 12.9559 diff 0.0004551438 Iteration: 12 ELBO: -96594.05 tau: 1.573289 beta: 15.06813 diff 0.0003853823 Iteration: 13 ELBO: -96562.34 tau: 1.573145 beta: 17.33737 diff 0.0003282801 Iteration: 14 ELBO: -96535.14 tau: 1.572938 beta: 19.74806 diff 0.0002816859 Iteration: 15 ELBO: -96511.58 tau: 1.572686 beta: 22.28547 diff 0.0002440725 Iteration: 16 ELBO: -96490.89 tau: 1.572403 beta: 24.93611 diff 0.0002143151 Iteration: 17 ELBO: -96472.43 tau: 1.572106 beta: 27.68772 diff 0.000191338 Iteration: 18 ELBO: -96455.65 tau: 1.571809 beta: 30.52919 diff 0.0001739659 Iteration: 19 ELBO: -96440.12 tau: 1.571525 beta: 33.45066 diff 0.0001609951 Iteration: 20 ELBO: -96425.53 tau: 1.571261 beta: 36.44358 diff 0.000151311 Iteration: 21 ELBO: -96411.65 tau: 1.571024 beta: 39.50065 diff 0.0001439576 Iteration: 22 ELBO: -96398.33 tau: 1.570814 beta: 42.61561 diff 0.0001381556 Iteration: 23 ELBO: -96385.48 tau: 1.570631 beta: 45.78278 diff 0.0001332847 Iteration: 24 ELBO: -96373.06 tau: 1.570474 beta: 48.99621 diff 0.0001288434 Iteration: 25 ELBO: -96361.07 tau: 1.570342 beta: 52.24868 diff 0.000124395 Iteration: 26 ELBO: -96349.55 tau: 1.570232 beta: 55.5306 diff 0.0001195185 Iteration: 27 ELBO: -96338.59 tau: 1.570141 beta: 58.82921 diff 0.0001137908 Iteration: 28 ELBO: -96328.3 tau: 1.570065 beta: 62.12855 diff 0.0001068327 After 29 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97319.15 tau: 1.596133 beta: 1.89663 diff Inf Iteration: 2 ELBO: -96410.08 tau: 1.601014 beta: 2.247124 diff 0.009341069 Iteration: 3 ELBO: -96117.18 tau: 1.608813 beta: 2.7592 diff 0.003038025 Iteration: 4 ELBO: -95910.93 tau: 1.615913 beta: 3.412945 diff 0.002145837 Iteration: 5 ELBO: -95756.92 tau: 1.620618 beta: 4.228758 diff 0.001605803 Iteration: 6 ELBO: -95636.81 tau: 1.623524 beta: 5.226617 diff 0.001254313 Iteration: 7 ELBO: -95540.04 tau: 1.62533 beta: 6.420762 diff 0.00101181 Iteration: 8 ELBO: -95460.72 tau: 1.626451 beta: 7.818922 diff 0.0008302782 Iteration: 9 ELBO: -95395.01 tau: 1.627121 beta: 9.4226 diff 0.0006882851 Iteration: 10 ELBO: -95340.22 tau: 1.627472 beta: 11.22999 diff 0.0005744295 Iteration: 11 ELBO: -95294.19 tau: 1.627582 beta: 13.2385 diff 0.0004827179 Iteration: 12 ELBO: -95255.12 tau: 1.627513 beta: 15.44389 diff 0.000410078 Iteration: 13 ELBO: -95221.51 tau: 1.627326 beta: 17.83927 diff 0.0003527561 Iteration: 14 ELBO: -95192.28 tau: 1.627064 beta: 20.41547 diff 0.0003069764 Iteration: 15 ELBO: -95166.6 tau: 1.626758 beta: 23.16182 diff 0.0002698239 Iteration: 16 ELBO: -95143.84 tau: 1.626426 beta: 26.06668 diff 0.0002391315 Iteration: 17 ELBO: -95123.55 tau: 1.626082 beta: 29.1179 diff 0.0002132564 Iteration: 18 ELBO: -95105.39 tau: 1.625731 beta: 32.30304 diff 0.000190952 Iteration: 19 ELBO: -95089.09 tau: 1.625376 beta: 35.60972 diff 0.0001713052 Iteration: 20 ELBO: -95074.48 tau: 1.625017 beta: 39.02589 diff 0.0001536977 Iteration: 21 ELBO: -95061.38 tau: 1.624653 beta: 42.54001 diff 0.000137757 Iteration: 22 ELBO: -95049.66 tau: 1.624283 beta: 46.14117 diff 0.0001232851 Iteration: 23 ELBO: -95039.19 tau: 1.623906 beta: 49.81897 diff 0.0001101761 After 24 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95955.61 tau: 1.652729 beta: 1.851411 diff Inf Iteration: 2 ELBO: -95044.72 tau: 1.65849 beta: 2.176474 diff 0.009492763 Iteration: 3 ELBO: -94764.6 tau: 1.665555 beta: 2.676325 diff 0.002947294 Iteration: 4 ELBO: -94576.58 tau: 1.671313 beta: 3.334224 diff 0.00198412 Iteration: 5 ELBO: -94435.31 tau: 1.674945 beta: 4.167366 diff 0.001493651 Iteration: 6 ELBO: -94322.17 tau: 1.677166 beta: 5.196875 diff 0.001198054 Iteration: 7 ELBO: -94228.54 tau: 1.678523 beta: 6.441591 diff 0.0009926565 Iteration: 8 ELBO: -94149.55 tau: 1.679349 beta: 7.91551 diff 0.00083836 Iteration: 9 ELBO: -94082.32 tau: 1.679829 beta: 9.627698 diff 0.0007140076 Iteration: 10 ELBO: -94025.03 tau: 1.680062 beta: 11.58196 diff 0.0006089201 Iteration: 11 ELBO: -93976.3 tau: 1.680108 beta: 13.77636 diff 0.0005182963 Iteration: 12 ELBO: -93934.97 tau: 1.680006 beta: 16.20361 diff 0.0004398193 Iteration: 13 ELBO: -93900 tau: 1.679783 beta: 18.85179 diff 0.0003722697 Iteration: 14 ELBO: -93870.46 tau: 1.679465 beta: 21.70501 diff 0.0003146259 Iteration: 15 ELBO: -93845.51 tau: 1.679072 beta: 24.74437 diff 0.0002657701 Iteration: 16 ELBO: -93824.43 tau: 1.678623 beta: 27.94916 diff 0.0002246023 Iteration: 17 ELBO: -93806.59 tau: 1.678132 beta: 31.29808 diff 0.0001901035 Iteration: 18 ELBO: -93791.46 tau: 1.677612 beta: 34.7702 diff 0.0001613284 Iteration: 19 ELBO: -93778.57 tau: 1.677075 beta: 38.34573 diff 0.0001374051 Iteration: 20 ELBO: -93767.55 tau: 1.676528 beta: 42.00643 diff 0.0001175487 Iteration: 21 ELBO: -93758.07 tau: 1.675979 beta: 45.73592 diff 0.0001010716 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94723.09 tau: 1.704721 beta: 1.929109 diff Inf Iteration: 2 ELBO: -93807.3 tau: 1.710416 beta: 2.271063 diff 0.009668151 Iteration: 3 ELBO: -93514.54 tau: 1.718475 beta: 2.794168 diff 0.00312077 Iteration: 4 ELBO: -93321.91 tau: 1.724942 beta: 3.479117 diff 0.002059894 Iteration: 5 ELBO: -93182.49 tau: 1.728713 beta: 4.347623 diff 0.00149398 Iteration: 6 ELBO: -93073.42 tau: 1.730762 beta: 5.426174 diff 0.001170536 Iteration: 7 ELBO: -92983.58 tau: 1.731878 beta: 6.737577 diff 0.0009652754 Iteration: 8 ELBO: -92907.67 tau: 1.732476 beta: 8.299917 diff 0.0008163837 Iteration: 9 ELBO: -92842.91 tau: 1.732751 beta: 10.12624 diff 0.0006969854 Iteration: 10 ELBO: -92787.56 tau: 1.732804 beta: 12.22393 diff 0.0005961604 Iteration: 11 ELBO: -92740.29 tau: 1.73269 beta: 14.59417 diff 0.0005094374 Iteration: 12 ELBO: -92699.98 tau: 1.732451 beta: 17.23165 diff 0.0004346994 Iteration: 13 ELBO: -92665.63 tau: 1.732115 beta: 20.1249 diff 0.000370591 Iteration: 14 ELBO: -92636.35 tau: 1.731709 beta: 23.25714 diff 0.0003159651 Iteration: 15 ELBO: -92611.36 tau: 1.731252 beta: 26.6075 diff 0.0002697299 Iteration: 16 ELBO: -92589.98 tau: 1.730762 beta: 30.15235 diff 0.0002308365 Iteration: 17 ELBO: -92571.62 tau: 1.730253 beta: 33.86656 diff 0.0001982974 Iteration: 18 ELBO: -92555.77 tau: 1.729737 beta: 37.72457 diff 0.0001712006 Iteration: 19 ELBO: -92542.01 tau: 1.729222 beta: 41.70118 diff 0.0001487157 Iteration: 20 ELBO: -92529.97 tau: 1.728716 beta: 45.7721 diff 0.000130095 Iteration: 21 ELBO: -92519.36 tau: 1.728226 beta: 49.91421 diff 0.0001146721 Iteration: 22 ELBO: -92509.93 tau: 1.727756 beta: 54.10571 diff 0.0001018593 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.639778 [SoftImpute] Iter 1: observed MAE=0.006668 rank=943 [SoftImpute] Iter 2: observed MAE=0.006580 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006581 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=942 [SoftImpute] Iter 7: observed MAE=0.006582 rank=942 [SoftImpute] Iter 8: observed MAE=0.006582 rank=941 [SoftImpute] Iter 9: observed MAE=0.006582 rank=939 [SoftImpute] Iter 10: observed MAE=0.006582 rank=938 [SoftImpute] Iter 11: observed MAE=0.006582 rank=937 [SoftImpute] Iter 12: observed MAE=0.006582 rank=936 [SoftImpute] Iter 13: observed MAE=0.006582 rank=934 [SoftImpute] Iter 14: observed MAE=0.006582 rank=932 [SoftImpute] Iter 15: observed MAE=0.006582 rank=930 [SoftImpute] Iter 16: observed MAE=0.006582 rank=927 [SoftImpute] Iter 17: observed MAE=0.006581 rank=926 [SoftImpute] Iter 18: observed MAE=0.006581 rank=923 [SoftImpute] Iter 19: observed MAE=0.006580 rank=922 [SoftImpute] Iter 20: observed MAE=0.006580 rank=922 [SoftImpute] Iter 21: observed MAE=0.006580 rank=920 [SoftImpute] Iter 22: observed MAE=0.006579 rank=917 [SoftImpute] Iter 23: observed MAE=0.006579 rank=914 [SoftImpute] Iter 24: observed MAE=0.006578 rank=913 [SoftImpute] Iter 25: observed MAE=0.006577 rank=911 [SoftImpute] Iter 26: observed MAE=0.006576 rank=908 [SoftImpute] Iter 27: observed MAE=0.006576 rank=907 [SoftImpute] Iter 28: observed MAE=0.006575 rank=906 [SoftImpute] Iter 29: observed MAE=0.006574 rank=904 [SoftImpute] Iter 30: observed MAE=0.006573 rank=900 [SoftImpute] Iter 31: observed MAE=0.006572 rank=899 [SoftImpute] Iter 32: observed MAE=0.006571 rank=897 [SoftImpute] Iter 33: observed MAE=0.006570 rank=894 [SoftImpute] Iter 34: observed MAE=0.006569 rank=893 [SoftImpute] Iter 35: observed MAE=0.006569 rank=891 [SoftImpute] Iter 36: observed MAE=0.006568 rank=890 [SoftImpute] Iter 37: observed MAE=0.006567 rank=886 [SoftImpute] Iter 38: observed MAE=0.006565 rank=884 [SoftImpute] Iter 39: observed MAE=0.006564 rank=882 [SoftImpute] Iter 40: observed MAE=0.006563 rank=879 [SoftImpute] Iter 41: observed MAE=0.006562 rank=878 [SoftImpute] Iter 42: observed MAE=0.006561 rank=876 [SoftImpute] Iter 43: observed MAE=0.006560 rank=874 [SoftImpute] Iter 44: observed MAE=0.006559 rank=872 [SoftImpute] Iter 45: observed MAE=0.006558 rank=871 [SoftImpute] Iter 46: observed MAE=0.006556 rank=869 [SoftImpute] Iter 47: observed MAE=0.006555 rank=866 [SoftImpute] Iter 48: observed MAE=0.006554 rank=864 [SoftImpute] Iter 49: observed MAE=0.006552 rank=863 [SoftImpute] Iter 50: observed MAE=0.006551 rank=860 [SoftImpute] Iter 51: observed MAE=0.006550 rank=858 [SoftImpute] Iter 52: observed MAE=0.006549 rank=856 [SoftImpute] Iter 53: observed MAE=0.006547 rank=854 [SoftImpute] Iter 54: observed MAE=0.006546 rank=853 [SoftImpute] Iter 55: observed MAE=0.006545 rank=851 [SoftImpute] Iter 56: observed MAE=0.006543 rank=849 [SoftImpute] Iter 57: observed MAE=0.006542 rank=847 [SoftImpute] Iter 58: observed MAE=0.006541 rank=845 [SoftImpute] Iter 59: observed MAE=0.006539 rank=843 [SoftImpute] Iter 60: observed MAE=0.006538 rank=842 [SoftImpute] Iter 61: observed MAE=0.006536 rank=840 [SoftImpute] Iter 62: observed MAE=0.006535 rank=837 [SoftImpute] Iter 63: observed MAE=0.006533 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1473 missing, elapsed time: 4.078 Imputing row 101/943 with 1626 missing, elapsed time: 5.570 Imputing row 201/943 with 1380 missing, elapsed time: 7.078 Imputing row 301/943 with 1457 missing, elapsed time: 8.580 Imputing row 401/943 with 1563 missing, elapsed time: 10.072 Imputing row 501/943 with 1626 missing, elapsed time: 11.568 Imputing row 601/943 with 1568 missing, elapsed time: 13.065 Imputing row 701/943 with 1655 missing, elapsed time: 14.558 Imputing row 801/943 with 1662 missing, elapsed time: 16.065 Imputing row 901/943 with 1583 missing, elapsed time: 17.559 [KNN] Warning: 41195/1586126 still missing after imputation, replacing with 0 ########### perturbation 40 start ############ Preprocessing data... 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215617.6 tau: 0.0883584 beta: 0.05977187 diff Inf Iteration: 2 ELBO: -129946.5 tau: 0.7193611 beta: 0.09688793 diff 0.3973289 Iteration: 3 ELBO: -114824.9 tau: 1.096015 beta: 0.3788513 diff 0.116368 Iteration: 4 ELBO: -113169.7 tau: 1.148147 beta: 0.7738074 diff 0.01441493 Iteration: 5 ELBO: -112820.8 tau: 1.156287 beta: 1.034298 diff 0.00308318 Iteration: 6 ELBO: -112746.7 tau: 1.157244 beta: 1.178478 diff 0.0006569712 Iteration: 7 ELBO: -112730.8 tau: 1.157075 beta: 1.253928 diff 0.0001403708 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108758.5 tau: 1.196755 beta: 1.846491 diff Inf Iteration: 2 ELBO: -107825.3 tau: 1.203211 beta: 2.088906 diff 0.00858026 Iteration: 3 ELBO: -107444.5 tau: 1.213079 beta: 2.429654 diff 0.003531231 Iteration: 4 ELBO: -107049.9 tau: 1.226597 beta: 2.819502 diff 0.003672877 Iteration: 5 ELBO: -106598.3 tau: 1.242809 beta: 3.268729 diff 0.004218149 Iteration: 6 ELBO: -106210.1 tau: 1.25679 beta: 3.81615 diff 0.003642251 Iteration: 7 ELBO: -105980.6 tau: 1.264577 beta: 4.476551 diff 0.00216098 Iteration: 8 ELBO: -105857.6 tau: 1.267975 beta: 5.229231 diff 0.001159954 Iteration: 9 ELBO: -105785 tau: 1.269342 beta: 6.049813 diff 0.0006858564 Iteration: 10 ELBO: -105736.4 tau: 1.269835 beta: 6.922947 diff 0.0004594635 Iteration: 11 ELBO: -105700.2 tau: 1.269956 beta: 7.840289 diff 0.0003428195 Iteration: 12 ELBO: -105671.1 tau: 1.269923 beta: 8.796054 diff 0.000275467 Iteration: 13 ELBO: -105646.7 tau: 1.269828 beta: 9.784737 diff 0.0002304014 Iteration: 14 ELBO: -105626 tau: 1.269707 beta: 10.80027 diff 0.0001961661 Iteration: 15 ELBO: -105608.2 tau: 1.269575 beta: 11.83577 diff 0.0001680394 Iteration: 16 ELBO: -105593 tau: 1.269438 beta: 12.8835 diff 0.0001439864 Iteration: 17 ELBO: -105580 tau: 1.269299 beta: 13.93524 diff 0.0001230373 Iteration: 18 ELBO: -105569 tau: 1.269162 beta: 14.98253 diff 0.0001046751 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105449.1 tau: 1.300943 beta: 1.839287 diff Inf Iteration: 2 ELBO: -104468.1 tau: 1.30843 beta: 2.099844 diff 0.00930333 Iteration: 3 ELBO: -104109.5 tau: 1.31885 beta: 2.494438 diff 0.003432369 Iteration: 4 ELBO: -103871.2 tau: 1.327073 beta: 3.008431 diff 0.002288509 Iteration: 5 ELBO: -103702.9 tau: 1.332125 beta: 3.641974 diff 0.001620258 Iteration: 6 ELBO: -103568.8 tau: 1.335488 beta: 4.395439 diff 0.001293953 Iteration: 7 ELBO: -103453.3 tau: 1.338094 beta: 5.272248 diff 0.001114756 Iteration: 8 ELBO: -103355.2 tau: 1.34011 beta: 6.283082 diff 0.0009485754 Iteration: 9 ELBO: -103276 tau: 1.341418 beta: 7.44218 diff 0.0007662371 Iteration: 10 ELBO: -103212.6 tau: 1.342123 beta: 8.757015 diff 0.0006132196 Iteration: 11 ELBO: -103160.9 tau: 1.342446 beta: 10.22745 diff 0.0005012572 Iteration: 12 ELBO: -103117.9 tau: 1.34254 beta: 11.84775 diff 0.0004165983 Iteration: 13 ELBO: -103082 tau: 1.342488 beta: 13.60822 diff 0.0003479757 Iteration: 14 ELBO: -103052.1 tau: 1.342331 beta: 15.49644 diff 0.0002902455 Iteration: 15 ELBO: -103027.2 tau: 1.342096 beta: 17.49815 diff 0.0002415212 Iteration: 16 ELBO: -103006.5 tau: 1.341802 beta: 19.59776 diff 0.000200812 Iteration: 17 ELBO: -102989.3 tau: 1.341469 beta: 21.77887 diff 0.000167134 Iteration: 18 ELBO: -102975 tau: 1.34111 beta: 24.02476 diff 0.0001394269 Iteration: 19 ELBO: -102963 tau: 1.340739 beta: 26.31894 diff 0.0001166619 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103435.6 tau: 1.367376 beta: 1.895795 diff Inf Iteration: 2 ELBO: -102477 tau: 1.373344 beta: 2.223408 diff 0.009267211 Iteration: 3 ELBO: -102132.5 tau: 1.383681 beta: 2.680447 diff 0.003362021 Iteration: 4 ELBO: -101904 tau: 1.392118 beta: 3.246743 diff 0.002237312 Iteration: 5 ELBO: -101748 tau: 1.397139 beta: 3.935214 diff 0.001530747 Iteration: 6 ELBO: -101631.8 tau: 1.400071 beta: 4.755509 diff 0.001142157 Iteration: 7 ELBO: -101537.4 tau: 1.401965 beta: 5.712609 diff 0.0009285327 Iteration: 8 ELBO: -101456.1 tau: 1.403369 beta: 6.807529 diff 0.0008003694 Iteration: 9 ELBO: -101383.7 tau: 1.404541 beta: 8.037946 diff 0.0007140785 Iteration: 10 ELBO: -101317.9 tau: 1.4056 beta: 9.399281 diff 0.000648803 Iteration: 11 ELBO: -101258 tau: 1.406587 beta: 10.88597 diff 0.00059191 Iteration: 12 ELBO: -101203.7 tau: 1.407489 beta: 12.49167 diff 0.0005353419 Iteration: 13 ELBO: -101155.6 tau: 1.408278 beta: 14.20784 diff 0.000475922 Iteration: 14 ELBO: -101113.6 tau: 1.40893 beta: 16.02116 diff 0.0004148426 Iteration: 15 ELBO: -101077.8 tau: 1.409444 beta: 17.91217 diff 0.0003545156 Iteration: 16 ELBO: -101047.8 tau: 1.409826 beta: 19.85687 diff 0.0002964413 Iteration: 17 ELBO: -101023.4 tau: 1.410078 beta: 21.83084 diff 0.0002416269 Iteration: 18 ELBO: -101004 tau: 1.410202 beta: 23.81284 diff 0.0001919948 Iteration: 19 ELBO: -100988.9 tau: 1.410208 beta: 25.78549 diff 0.0001498482 Iteration: 20 ELBO: -100977.1 tau: 1.410121 beta: 27.73425 diff 0.0001161185 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101400.7 tau: 1.440427 beta: 1.850934 diff Inf Iteration: 2 ELBO: -100467 tau: 1.446895 beta: 2.140955 diff 0.00920784 Iteration: 3 ELBO: -100159 tau: 1.455243 beta: 2.578776 diff 0.003065644 Iteration: 4 ELBO: -99951.11 tau: 1.462103 beta: 3.150288 diff 0.002076006 Iteration: 5 ELBO: -99800.18 tau: 1.46642 beta: 3.868357 diff 0.001510048 Iteration: 6 ELBO: -99683.73 tau: 1.469031 beta: 4.745614 diff 0.00116687 Iteration: 7 ELBO: -99589.9 tau: 1.470619 beta: 5.792811 diff 0.0009412559 Iteration: 8 ELBO: -99512.11 tau: 1.471581 beta: 7.018999 diff 0.0007810643 Iteration: 9 ELBO: -99446.46 tau: 1.472142 beta: 8.431133 diff 0.0006597871 Iteration: 10 ELBO: -99390.4 tau: 1.472445 beta: 10.03263 diff 0.0005637224 Iteration: 11 ELBO: -99342.2 tau: 1.47258 beta: 11.82195 diff 0.000484909 Iteration: 12 ELBO: -99300.67 tau: 1.472606 beta: 13.79209 diff 0.000418069 Iteration: 13 ELBO: -99264.94 tau: 1.472554 beta: 15.93129 diff 0.0003598467 Iteration: 14 ELBO: -99234.33 tau: 1.47244 beta: 18.22443 diff 0.0003083724 Iteration: 15 ELBO: -99208.25 tau: 1.472269 beta: 20.65433 diff 0.0002627633 Iteration: 16 ELBO: -99186.16 tau: 1.472045 beta: 23.20268 diff 0.0002226884 Iteration: 17 ELBO: -99167.51 tau: 1.471773 beta: 25.8506 diff 0.000188008 Iteration: 18 ELBO: -99151.79 tau: 1.47146 beta: 28.57923 diff 0.0001585092 Iteration: 19 ELBO: -99138.53 tau: 1.471115 beta: 31.37025 diff 0.0001337816 Iteration: 20 ELBO: -99127.3 tau: 1.470748 beta: 34.20641 diff 0.0001132478 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99862.73 tau: 1.498475 beta: 1.840418 diff Inf Iteration: 2 ELBO: -98896.55 tau: 1.505643 beta: 2.131656 diff 0.009675099 Iteration: 3 ELBO: -98577.01 tau: 1.515045 beta: 2.577918 diff 0.003231039 Iteration: 4 ELBO: -98382.5 tau: 1.521195 beta: 3.190129 diff 0.001973195 Iteration: 5 ELBO: -98247.56 tau: 1.524214 beta: 3.986884 diff 0.001371566 Iteration: 6 ELBO: -98140.85 tau: 1.525812 beta: 4.980916 diff 0.001086132 Iteration: 7 ELBO: -98050.77 tau: 1.526794 beta: 6.183821 diff 0.0009178465 Iteration: 8 ELBO: -97972.87 tau: 1.527463 beta: 7.605515 diff 0.0007945236 Iteration: 9 ELBO: -97905.31 tau: 1.52791 beta: 9.254406 diff 0.0006895423 Iteration: 10 ELBO: -97846.74 tau: 1.528166 beta: 11.13759 diff 0.0005982622 Iteration: 11 ELBO: -97795.72 tau: 1.528273 beta: 13.25987 diff 0.0005213528 Iteration: 12 ELBO: -97751.04 tau: 1.528276 beta: 15.6227 diff 0.0004568791 Iteration: 13 ELBO: -97711.75 tau: 1.52821 beta: 18.22335 diff 0.0004019249 Iteration: 14 ELBO: -97677.16 tau: 1.528097 beta: 21.05408 diff 0.0003540781 Iteration: 15 ELBO: -97646.73 tau: 1.527953 beta: 24.10163 diff 0.0003114811 Iteration: 16 ELBO: -97620.1 tau: 1.527783 beta: 27.34732 diff 0.0002727044 Iteration: 17 ELBO: -97596.98 tau: 1.527587 beta: 30.76823 diff 0.0002369168 Iteration: 18 ELBO: -97577.06 tau: 1.527359 beta: 34.33934 diff 0.000204066 Iteration: 19 ELBO: -97560.02 tau: 1.527098 beta: 38.03583 diff 0.0001746276 Iteration: 20 ELBO: -97545.48 tau: 1.526804 beta: 41.83479 diff 0.0001490562 Iteration: 21 ELBO: -97533.05 tau: 1.526483 beta: 45.71602 diff 0.0001274213 Iteration: 22 ELBO: -97522.38 tau: 1.52614 beta: 49.66205 diff 0.0001094061 After 23 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98396.81 tau: 1.553982 beta: 1.87979 diff Inf Iteration: 2 ELBO: -97493.51 tau: 1.558788 beta: 2.226086 diff 0.00918013 Iteration: 3 ELBO: -97220.86 tau: 1.564802 beta: 2.758348 diff 0.002796618 Iteration: 4 ELBO: -97034.68 tau: 1.570019 beta: 3.45123 diff 0.001915061 Iteration: 5 ELBO: -96892.93 tau: 1.573518 beta: 4.317496 diff 0.001460759 Iteration: 6 ELBO: -96778.6 tau: 1.575803 beta: 5.376181 diff 0.001179991 Iteration: 7 ELBO: -96683.43 tau: 1.577341 beta: 6.643566 diff 0.000983346 Iteration: 8 ELBO: -96603.09 tau: 1.578409 beta: 8.129199 diff 0.0008309888 Iteration: 9 ELBO: -96535.26 tau: 1.579138 beta: 9.83576 diff 0.0007021744 Iteration: 10 ELBO: -96478.38 tau: 1.579575 beta: 11.76172 diff 0.0005891627 Iteration: 11 ELBO: -96430.85 tau: 1.579757 beta: 13.90322 diff 0.0004926685 Iteration: 12 ELBO: -96391.05 tau: 1.579733 beta: 16.25434 diff 0.0004127427 Iteration: 13 ELBO: -96357.56 tau: 1.579552 beta: 18.80686 diff 0.000347494 Iteration: 14 ELBO: -96329.16 tau: 1.579255 beta: 21.55017 diff 0.0002946584 Iteration: 15 ELBO: -96304.88 tau: 1.578883 beta: 24.47137 diff 0.0002520583 Iteration: 16 ELBO: -96283.92 tau: 1.578465 beta: 27.5556 diff 0.0002176633 Iteration: 17 ELBO: -96265.66 tau: 1.578024 beta: 30.78645 diff 0.0001896684 Iteration: 18 ELBO: -96249.62 tau: 1.577577 beta: 34.14665 diff 0.0001665791 Iteration: 19 ELBO: -96235.45 tau: 1.577135 beta: 37.61878 diff 0.0001472484 Iteration: 20 ELBO: -96222.86 tau: 1.576702 beta: 41.18598 diff 0.000130851 Iteration: 21 ELBO: -96211.62 tau: 1.576281 beta: 44.83253 diff 0.0001168118 Iteration: 22 ELBO: -96201.54 tau: 1.575873 beta: 48.54432 diff 0.0001047247 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97179.42 tau: 1.601648 beta: 1.901586 diff Inf Iteration: 2 ELBO: -96257.9 tau: 1.60695 beta: 2.255982 diff 0.009482658 Iteration: 3 ELBO: -95955.48 tau: 1.6154 beta: 2.778383 diff 0.00314183 Iteration: 4 ELBO: -95749.9 tau: 1.622479 beta: 3.453501 diff 0.002142395 Iteration: 5 ELBO: -95599.08 tau: 1.626899 beta: 4.300101 diff 0.001575125 Iteration: 6 ELBO: -95482.12 tau: 1.629543 beta: 5.335989 diff 0.001223517 Iteration: 7 ELBO: -95388.24 tau: 1.631119 beta: 6.575238 diff 0.000983191 Iteration: 8 ELBO: -95311.17 tau: 1.632043 beta: 8.027538 diff 0.0008079993 Iteration: 9 ELBO: -95247.14 tau: 1.63254 beta: 9.698788 diff 0.0006717973 Iteration: 10 ELBO: -95193.66 tau: 1.632732 beta: 11.59188 diff 0.0005614302 Iteration: 11 ELBO: -95148.8 tau: 1.632694 beta: 13.70641 diff 0.0004712182 Iteration: 12 ELBO: -95110.97 tau: 1.632491 beta: 16.03764 diff 0.0003976533 Iteration: 13 ELBO: -95078.88 tau: 1.632175 beta: 18.57596 diff 0.0003373618 Iteration: 14 ELBO: -95051.56 tau: 1.631785 beta: 21.30733 diff 0.0002873715 Iteration: 15 ELBO: -95028.23 tau: 1.631346 beta: 24.21428 diff 0.0002454656 Iteration: 16 ELBO: -95008.26 tau: 1.630878 beta: 27.27721 diff 0.0002101109 Iteration: 17 ELBO: -94991.14 tau: 1.630391 beta: 30.47568 diff 0.0001802374 Iteration: 18 ELBO: -94976.41 tau: 1.629895 beta: 33.78948 diff 0.0001550538 Iteration: 19 ELBO: -94963.69 tau: 1.629395 beta: 37.19963 diff 0.0001339342 Iteration: 20 ELBO: -94952.64 tau: 1.628896 beta: 40.68902 diff 0.0001163528 Iteration: 21 ELBO: -94942.97 tau: 1.628403 beta: 44.24292 diff 0.0001018468 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95855.98 tau: 1.656217 beta: 1.889678 diff Inf Iteration: 2 ELBO: -94962.88 tau: 1.660671 beta: 2.261166 diff 0.00931712 Iteration: 3 ELBO: -94690.21 tau: 1.666763 beta: 2.838555 diff 0.002871312 Iteration: 4 ELBO: -94501.28 tau: 1.672077 beta: 3.607232 diff 0.001995216 Iteration: 5 ELBO: -94354.25 tau: 1.675756 beta: 4.581895 diff 0.001555904 Iteration: 6 ELBO: -94234.17 tau: 1.678264 beta: 5.780159 diff 0.001272674 Iteration: 7 ELBO: -94133.8 tau: 1.680012 beta: 7.217259 diff 0.001065115 Iteration: 8 ELBO: -94048.76 tau: 1.681256 beta: 8.905336 diff 0.0009033844 Iteration: 9 ELBO: -93976.14 tau: 1.68215 beta: 10.85203 diff 0.0007720857 Iteration: 10 ELBO: -93913.85 tau: 1.682796 beta: 13.0584 diff 0.0006628386 Iteration: 11 ELBO: -93860.29 tau: 1.683263 beta: 15.51769 diff 0.0005703671 Iteration: 12 ELBO: -93814.2 tau: 1.683597 beta: 18.21489 diff 0.0004910588 Iteration: 13 ELBO: -93774.6 tau: 1.683828 beta: 21.12737 diff 0.000422036 Iteration: 14 ELBO: -93740.75 tau: 1.683969 beta: 24.22705 diff 0.0003610507 Iteration: 15 ELBO: -93711.97 tau: 1.684027 beta: 27.48287 diff 0.0003069354 Iteration: 16 ELBO: -93687.66 tau: 1.684007 beta: 30.86282 diff 0.000259479 Iteration: 17 ELBO: -93667.17 tau: 1.683915 beta: 34.33521 diff 0.00021872 Iteration: 18 ELBO: -93649.89 tau: 1.683766 beta: 37.86998 diff 0.0001844055 Iteration: 19 ELBO: -93635.29 tau: 1.683571 beta: 41.43979 diff 0.000155913 Iteration: 20 ELBO: -93622.89 tau: 1.683341 beta: 45.02092 diff 0.000132421 Iteration: 21 ELBO: -93612.3 tau: 1.683087 beta: 48.59385 diff 0.0001130859 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94528.59 tau: 1.713416 beta: 1.920603 diff Inf Iteration: 2 ELBO: -93619.17 tau: 1.719103 beta: 2.266869 diff 0.009620484 Iteration: 3 ELBO: -93334.65 tau: 1.726477 beta: 2.798568 diff 0.003039144 Iteration: 4 ELBO: -93141.66 tau: 1.732601 beta: 3.493369 diff 0.002067746 Iteration: 5 ELBO: -92997.58 tau: 1.736441 beta: 4.367488 diff 0.001546873 Iteration: 6 ELBO: -92883.09 tau: 1.738772 beta: 5.442914 diff 0.001231126 Iteration: 7 ELBO: -92788.88 tau: 1.740204 beta: 6.740062 diff 0.001014279 Iteration: 8 ELBO: -92710.05 tau: 1.741067 beta: 8.275902 diff 0.000849607 Iteration: 9 ELBO: -92643.64 tau: 1.741532 beta: 10.06365 diff 0.0007163311 Iteration: 10 ELBO: -92587.5 tau: 1.7417 beta: 12.11226 diff 0.0006059664 Iteration: 11 ELBO: -92539.85 tau: 1.74165 beta: 14.42527 diff 0.0005146408 Iteration: 12 ELBO: -92499.23 tau: 1.741444 beta: 17.00012 diff 0.0004389239 Iteration: 13 ELBO: -92464.5 tau: 1.741132 beta: 19.82872 diff 0.0003754354 Iteration: 14 ELBO: -92434.77 tau: 1.740742 beta: 22.89887 diff 0.0003215462 Iteration: 15 ELBO: -92409.29 tau: 1.740295 beta: 26.19584 diff 0.0002756159 Iteration: 16 ELBO: -92387.42 tau: 1.739804 beta: 29.70332 diff 0.0002366837 Iteration: 17 ELBO: -92368.57 tau: 1.739283 beta: 33.40393 diff 0.0002040013 Iteration: 18 ELBO: -92352.25 tau: 1.738744 beta: 37.27949 diff 0.0001767788 Iteration: 19 ELBO: -92338.01 tau: 1.738198 beta: 41.3113 diff 0.0001541782 Iteration: 20 ELBO: -92325.51 tau: 1.737655 beta: 45.48041 diff 0.0001353917 Iteration: 21 ELBO: -92314.45 tau: 1.737123 beta: 49.76789 diff 0.0001196955 Iteration: 22 ELBO: -92304.63 tau: 1.736606 beta: 54.15493 diff 0.0001064661 After 23 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93356.79 tau: 1.765844 beta: 1.868528 diff Inf Iteration: 2 ELBO: -92455.76 tau: 1.769467 beta: 2.216805 diff 0.009651404 Iteration: 3 ELBO: -92163.37 tau: 1.776547 beta: 2.755674 diff 0.003162477 Iteration: 4 ELBO: -91962.14 tau: 1.78318 beta: 3.46446 diff 0.002183418 Iteration: 5 ELBO: -91810.21 tau: 1.787676 beta: 4.360102 diff 0.001652099 Iteration: 6 ELBO: -91688.5 tau: 1.790613 beta: 5.466687 diff 0.001325713 Iteration: 7 ELBO: -91588.25 tau: 1.79253 beta: 6.806757 diff 0.001093406 Iteration: 8 ELBO: -91504.4 tau: 1.79377 beta: 8.397762 diff 0.0009154615 Iteration: 9 ELBO: -91433.66 tau: 1.794545 beta: 10.25096 diff 0.0007730969 Iteration: 10 ELBO: -91373.7 tau: 1.794988 beta: 12.37127 diff 0.0006557131 Iteration: 11 ELBO: -91322.77 tau: 1.795184 beta: 14.75768 diff 0.0005574619 Iteration: 12 ELBO: -91279.42 tau: 1.795193 beta: 17.40403 diff 0.0004746562 Iteration: 13 ELBO: -91242.47 tau: 1.795057 beta: 20.29977 diff 0.0004047654 Iteration: 14 ELBO: -91210.92 tau: 1.794814 beta: 23.43036 diff 0.0003458303 Iteration: 15 ELBO: -91183.92 tau: 1.794491 beta: 26.77742 diff 0.0002960329 Iteration: 16 ELBO: -91160.78 tau: 1.794111 beta: 30.31908 diff 0.0002536983 Iteration: 17 ELBO: -91140.96 tau: 1.793692 beta: 34.03084 diff 0.0002174634 Iteration: 18 ELBO: -91123.98 tau: 1.793245 beta: 37.8866 diff 0.0001863301 Iteration: 19 ELBO: -91109.44 tau: 1.79278 beta: 41.85972 diff 0.0001595865 Iteration: 20 ELBO: -91096.98 tau: 1.792302 beta: 45.92395 diff 0.000136686 Iteration: 21 ELBO: -91086.31 tau: 1.791818 beta: 50.05422 diff 0.0001171551 Iteration: 22 ELBO: -91077.15 tau: 1.791332 beta: 54.22709 diff 0.0001005538 After 23 iteration ends!
R[write to console]: Factor 11 retained!
Iteration: 1 ELBO: -92127.95 tau: 1.821531 beta: 1.84425 diff Inf Iteration: 2 ELBO: -91209.29 tau: 1.826668 beta: 2.197601 diff 0.009971559 Iteration: 3 ELBO: -90924.77 tau: 1.834062 beta: 2.749467 diff 0.003119443 Iteration: 4 ELBO: -90735.27 tau: 1.83998 beta: 3.486061 diff 0.002084139 Iteration: 5 ELBO: -90592.48 tau: 1.843547 beta: 4.430373 diff 0.001573679 Iteration: 6 ELBO: -90476.76 tau: 1.845646 beta: 5.612933 diff 0.001277414 Iteration: 7 ELBO: -90379.82 tau: 1.846898 beta: 7.06416 diff 0.001071475 Iteration: 8 ELBO: -90297.64 tau: 1.847612 beta: 8.811859 diff 0.0009092178 Iteration: 9 ELBO: -90227.75 tau: 1.847946 beta: 10.87984 diff 0.0007740455 Iteration: 10 ELBO: -90168.22 tau: 1.847996 beta: 13.28656 diff 0.0006597771 Iteration: 11 ELBO: -90117.44 tau: 1.847836 beta: 16.04366 diff 0.0005630854 Iteration: 12 ELBO: -90074.08 tau: 1.847523 beta: 19.15508 diff 0.0004812205 Iteration: 13 ELBO: -90036.99 tau: 1.847102 beta: 22.61679 diff 0.0004117473 Iteration: 14 ELBO: -90005.24 tau: 1.846604 beta: 26.41748 diff 0.0003526602 Iteration: 15 ELBO: -89978.02 tau: 1.846053 beta: 30.53978 diff 0.0003023673 Iteration: 16 ELBO: -89954.67 tau: 1.845466 beta: 34.96163 diff 0.0002595833 Iteration: 17 ELBO: -89934.58 tau: 1.844857 beta: 39.65784 diff 0.0002232413 Iteration: 18 ELBO: -89917.28 tau: 1.844234 beta: 44.60152 diff 0.0001924416 Iteration: 19 ELBO: -89902.31 tau: 1.843606 beta: 49.76546 diff 0.0001664151 Iteration: 20 ELBO: -89889.32 tau: 1.842978 beta: 55.12314 diff 0.0001444906 Iteration: 21 ELBO: -89877.99 tau: 1.842355 beta: 60.6496 diff 0.0001260696 Iteration: 22 ELBO: -89868.05 tau: 1.841742 beta: 66.32187 diff 0.0001106163 After 23 iteration ends!
R[write to console]: Factor 12 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.171349 [SoftImpute] Iter 1: observed MAE=0.006659 rank=943 [SoftImpute] Iter 2: observed MAE=0.006572 rank=943 [SoftImpute] Iter 3: observed MAE=0.006573 rank=943 [SoftImpute] Iter 4: observed MAE=0.006573 rank=943 [SoftImpute] Iter 5: observed MAE=0.006574 rank=943 [SoftImpute] Iter 6: observed MAE=0.006574 rank=943 [SoftImpute] Iter 7: observed MAE=0.006575 rank=943 [SoftImpute] Iter 8: observed MAE=0.006575 rank=941 [SoftImpute] Iter 9: observed MAE=0.006575 rank=940 [SoftImpute] Iter 10: observed MAE=0.006575 rank=937 [SoftImpute] Iter 11: observed MAE=0.006575 rank=936 [SoftImpute] Iter 12: observed MAE=0.006575 rank=935 [SoftImpute] Iter 13: observed MAE=0.006575 rank=933 [SoftImpute] Iter 14: observed MAE=0.006575 rank=931 [SoftImpute] Iter 15: observed MAE=0.006574 rank=929 [SoftImpute] Iter 16: observed MAE=0.006574 rank=927 [SoftImpute] Iter 17: observed MAE=0.006574 rank=925 [SoftImpute] Iter 18: observed MAE=0.006573 rank=923 [SoftImpute] Iter 19: observed MAE=0.006573 rank=921 [SoftImpute] Iter 20: observed MAE=0.006572 rank=919 [SoftImpute] Iter 21: observed MAE=0.006572 rank=916 [SoftImpute] Iter 22: observed MAE=0.006571 rank=914 [SoftImpute] Iter 23: observed MAE=0.006571 rank=912 [SoftImpute] Iter 24: observed MAE=0.006570 rank=911 [SoftImpute] Iter 25: observed MAE=0.006570 rank=909 [SoftImpute] Iter 26: observed MAE=0.006569 rank=907 [SoftImpute] Iter 27: observed MAE=0.006568 rank=905 [SoftImpute] Iter 28: observed MAE=0.006568 rank=903 [SoftImpute] Iter 29: observed MAE=0.006567 rank=900 [SoftImpute] Iter 30: observed MAE=0.006565 rank=897 [SoftImpute] Iter 31: observed MAE=0.006564 rank=895 [SoftImpute] Iter 32: observed MAE=0.006564 rank=893 [SoftImpute] Iter 33: observed MAE=0.006562 rank=890 [SoftImpute] Iter 34: observed MAE=0.006561 rank=889 [SoftImpute] Iter 35: observed MAE=0.006560 rank=887 [SoftImpute] Iter 36: observed MAE=0.006560 rank=885 [SoftImpute] Iter 37: observed MAE=0.006558 rank=882 [SoftImpute] Iter 38: observed MAE=0.006557 rank=880 [SoftImpute] Iter 39: observed MAE=0.006556 rank=878 [SoftImpute] Iter 40: observed MAE=0.006555 rank=877 [SoftImpute] Iter 41: observed MAE=0.006554 rank=874 [SoftImpute] Iter 42: observed MAE=0.006553 rank=872 [SoftImpute] Iter 43: observed MAE=0.006551 rank=870 [SoftImpute] Iter 44: observed MAE=0.006550 rank=868 [SoftImpute] Iter 45: observed MAE=0.006549 rank=866 [SoftImpute] Iter 46: observed MAE=0.006548 rank=865 [SoftImpute] Iter 47: observed MAE=0.006547 rank=863 [SoftImpute] Iter 48: observed MAE=0.006546 rank=862 [SoftImpute] Iter 49: observed MAE=0.006545 rank=860 [SoftImpute] Iter 50: observed MAE=0.006544 rank=858 [SoftImpute] Iter 51: observed MAE=0.006542 rank=856 [SoftImpute] Iter 52: observed MAE=0.006541 rank=854 [SoftImpute] Iter 53: observed MAE=0.006540 rank=852 [SoftImpute] Iter 54: observed MAE=0.006539 rank=851 [SoftImpute] Iter 55: observed MAE=0.006537 rank=848 [SoftImpute] Iter 56: observed MAE=0.006536 rank=846 [SoftImpute] Iter 57: observed MAE=0.006534 rank=844 [SoftImpute] Iter 58: observed MAE=0.006533 rank=844 [SoftImpute] Iter 59: observed MAE=0.006532 rank=842 [SoftImpute] Iter 60: observed MAE=0.006531 rank=840 [SoftImpute] Iter 61: observed MAE=0.006530 rank=839 [SoftImpute] Iter 62: observed MAE=0.006528 rank=837 [SoftImpute] Iter 63: observed MAE=0.006527 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1471 missing, elapsed time: 4.064 Imputing row 101/943 with 1625 missing, elapsed time: 5.587 Imputing row 201/943 with 1367 missing, elapsed time: 7.085 Imputing row 301/943 with 1463 missing, elapsed time: 8.557 Imputing row 401/943 with 1558 missing, elapsed time: 10.018 Imputing row 501/943 with 1624 missing, elapsed time: 11.494 Imputing row 601/943 with 1564 missing, elapsed time: 13.019 Imputing row 701/943 with 1654 missing, elapsed time: 14.518 Imputing row 801/943 with 1661 missing, elapsed time: 16.010 Imputing row 901/943 with 1585 missing, elapsed time: 17.493 [KNN] Warning: 28804/1586126 still missing after imputation, replacing with 0 ########### perturbation 41 start ############ Preprocessing data... 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216842.2 tau: 0.08542838 beta: 0.07137939 diff Inf Iteration: 2 ELBO: -130740.5 tau: 0.7036057 beta: 0.1163666 diff 0.3970706 Iteration: 3 ELBO: -114896.6 tau: 1.092498 beta: 0.4521691 diff 0.1211862 Iteration: 4 ELBO: -113058.4 tau: 1.150247 beta: 0.9173045 diff 0.0159988 Iteration: 5 ELBO: -112666.1 tau: 1.159775 beta: 1.223647 diff 0.003469958 Iteration: 6 ELBO: -112582.9 tau: 1.16101 beta: 1.392856 diff 0.0007385868 Iteration: 7 ELBO: -112565.4 tau: 1.160885 beta: 1.481163 diff 0.0001552888 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108623.9 tau: 1.200619 beta: 1.857533 diff Inf Iteration: 2 ELBO: -107679.3 tau: 1.207314 beta: 2.108049 diff 0.008695972 Iteration: 3 ELBO: -107243.8 tau: 1.219485 beta: 2.448316 diff 0.004044012 Iteration: 4 ELBO: -106722.9 tau: 1.238142 beta: 2.821705 diff 0.004857806 Iteration: 5 ELBO: -106217.5 tau: 1.256867 beta: 3.276847 diff 0.004735305 Iteration: 6 ELBO: -105907.4 tau: 1.267979 beta: 3.842169 diff 0.002918937 Iteration: 7 ELBO: -105741.7 tau: 1.273122 beta: 4.500958 diff 0.001564961 Iteration: 8 ELBO: -105646.3 tau: 1.275417 beta: 5.223467 diff 0.0009025703 Iteration: 9 ELBO: -105585.9 tau: 1.27639 beta: 5.993116 diff 0.0005717759 Iteration: 10 ELBO: -105543 tau: 1.276758 beta: 6.804368 diff 0.0004058186 Iteration: 11 ELBO: -105509.5 tau: 1.276853 beta: 7.655294 diff 0.0003170293 Iteration: 12 ELBO: -105481.9 tau: 1.276823 beta: 8.543739 diff 0.0002623851 Iteration: 13 ELBO: -105458.3 tau: 1.276734 beta: 9.466009 diff 0.00022347 Iteration: 14 ELBO: -105438 tau: 1.276617 beta: 10.41683 diff 0.000192432 Iteration: 15 ELBO: -105420.5 tau: 1.276486 beta: 11.38972 diff 0.0001660427 Iteration: 16 ELBO: -105405.4 tau: 1.276347 beta: 12.37734 diff 0.0001429768 Iteration: 17 ELBO: -105392.5 tau: 1.276204 beta: 13.37192 diff 0.0001226447 Iteration: 18 ELBO: -105381.5 tau: 1.276059 beta: 14.36559 diff 0.0001047305 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105237.5 tau: 1.307475 beta: 1.860834 diff Inf Iteration: 2 ELBO: -104248.6 tau: 1.314924 beta: 2.129195 diff 0.009396997 Iteration: 3 ELBO: -103867.3 tau: 1.326601 beta: 2.516427 diff 0.003657488 Iteration: 4 ELBO: -103600.9 tau: 1.336322 beta: 3.025536 diff 0.002564423 Iteration: 5 ELBO: -103414.2 tau: 1.342264 beta: 3.668307 diff 0.00180238 Iteration: 6 ELBO: -103272.4 tau: 1.345951 beta: 4.450573 diff 0.001371165 Iteration: 7 ELBO: -103161.7 tau: 1.348272 beta: 5.380992 diff 0.001071463 Iteration: 8 ELBO: -103075.4 tau: 1.349654 beta: 6.463542 diff 0.0008366277 Iteration: 9 ELBO: -103008 tau: 1.350382 beta: 7.695915 diff 0.0006542576 Iteration: 10 ELBO: -102954.6 tau: 1.350677 beta: 9.071977 diff 0.0005186306 Iteration: 11 ELBO: -102911.4 tau: 1.350705 beta: 10.58294 diff 0.0004189352 Iteration: 12 ELBO: -102876.1 tau: 1.35057 beta: 12.21818 diff 0.000343791 Iteration: 13 ELBO: -102846.7 tau: 1.350336 beta: 13.96596 diff 0.0002852424 Iteration: 14 ELBO: -102822.2 tau: 1.350039 beta: 15.81355 diff 0.0002385783 Iteration: 15 ELBO: -102801.5 tau: 1.349705 beta: 17.74708 diff 0.0002008169 Iteration: 16 ELBO: -102784.1 tau: 1.349352 beta: 19.75144 diff 0.0001698043 Iteration: 17 ELBO: -102769.3 tau: 1.348993 beta: 21.81044 diff 0.0001439257 Iteration: 18 ELBO: -102756.7 tau: 1.348635 beta: 23.90732 diff 0.0001219989 Iteration: 19 ELBO: -102746.1 tau: 1.348283 beta: 26.02555 diff 0.0001032056 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103206.7 tau: 1.375665 beta: 1.876932 diff Inf Iteration: 2 ELBO: -102253.5 tau: 1.382175 beta: 2.184698 diff 0.009236178 Iteration: 3 ELBO: -101943 tau: 1.390695 beta: 2.640469 diff 0.003036887 Iteration: 4 ELBO: -101746.5 tau: 1.396976 beta: 3.227857 diff 0.001927304 Iteration: 5 ELBO: -101606.9 tau: 1.400689 beta: 3.958324 diff 0.001372092 Iteration: 6 ELBO: -101496.8 tau: 1.402976 beta: 4.843417 diff 0.001083537 Iteration: 7 ELBO: -101404.1 tau: 1.404553 beta: 5.891571 diff 0.0009136011 Iteration: 8 ELBO: -101323.6 tau: 1.40574 beta: 7.108639 diff 0.0007934732 Iteration: 9 ELBO: -101253.1 tau: 1.406668 beta: 8.49698 diff 0.0006957917 Iteration: 10 ELBO: -101191.1 tau: 1.40741 beta: 10.05352 diff 0.0006122256 Iteration: 11 ELBO: -101136.5 tau: 1.408023 beta: 11.76859 diff 0.0005401113 Iteration: 12 ELBO: -101088.2 tau: 1.408551 beta: 13.62705 diff 0.0004773061 Iteration: 13 ELBO: -101045.6 tau: 1.409015 beta: 15.61208 diff 0.0004217462 Iteration: 14 ELBO: -101008 tau: 1.409412 beta: 17.70905 diff 0.0003718753 Iteration: 15 ELBO: -100975 tau: 1.409731 beta: 19.90684 diff 0.0003265184 Iteration: 16 ELBO: -100946.2 tau: 1.409963 beta: 22.19636 diff 0.0002852845 Iteration: 17 ELBO: -100921.1 tau: 1.410108 beta: 24.56765 diff 0.0002486578 Iteration: 18 ELBO: -100899.2 tau: 1.410181 beta: 27.00801 diff 0.0002171565 Iteration: 19 ELBO: -100879.9 tau: 1.410202 beta: 29.50145 diff 0.0001906873 Iteration: 20 ELBO: -100862.9 tau: 1.410191 beta: 32.02914 diff 0.0001685921 Iteration: 21 ELBO: -100847.8 tau: 1.410166 beta: 34.5702 diff 0.0001499978 Iteration: 22 ELBO: -100834.3 tau: 1.410139 beta: 37.10258 diff 0.0001340964 Iteration: 23 ELBO: -100822.1 tau: 1.410118 beta: 39.60385 diff 0.0001202594 Iteration: 24 ELBO: -100811.3 tau: 1.410109 beta: 42.05215 diff 0.0001080405 After 25 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101445.8 tau: 1.439009 beta: 1.832771 diff Inf Iteration: 2 ELBO: -100491.4 tau: 1.447325 beta: 2.094882 diff 0.009407941 Iteration: 3 ELBO: -100180.1 tau: 1.45618 beta: 2.504737 diff 0.003098104 Iteration: 4 ELBO: -99982.87 tau: 1.462391 beta: 3.056597 diff 0.001968822 Iteration: 5 ELBO: -99842.25 tau: 1.465982 beta: 3.756879 diff 0.001406398 Iteration: 6 ELBO: -99731.5 tau: 1.46819 beta: 4.609353 diff 0.001109238 Iteration: 7 ELBO: -99638.68 tau: 1.469688 beta: 5.617977 diff 0.0009306881 Iteration: 8 ELBO: -99557.65 tau: 1.470835 beta: 6.784327 diff 0.0008133113 Iteration: 9 ELBO: -99485.89 tau: 1.471778 beta: 8.108329 diff 0.0007207409 Iteration: 10 ELBO: -99422.47 tau: 1.472541 beta: 9.591498 diff 0.0006375143 Iteration: 11 ELBO: -99366.16 tau: 1.473155 beta: 11.2339 diff 0.0005663548 Iteration: 12 ELBO: -99315.78 tau: 1.473676 beta: 13.02942 diff 0.0005069562 Iteration: 13 ELBO: -99270.84 tau: 1.474138 beta: 14.96469 diff 0.0004525101 Iteration: 14 ELBO: -99231.49 tau: 1.474529 beta: 17.0214 diff 0.0003964685 Iteration: 15 ELBO: -99197.98 tau: 1.474809 beta: 19.17978 diff 0.0003376998 Iteration: 16 ELBO: -99170.15 tau: 1.474955 beta: 21.42009 diff 0.0002805294 Iteration: 17 ELBO: -99147.37 tau: 1.47497 beta: 23.72263 diff 0.0002296291 Iteration: 18 ELBO: -99128.85 tau: 1.474878 beta: 26.06804 diff 0.0001868722 Iteration: 19 ELBO: -99113.78 tau: 1.474709 beta: 28.43778 diff 0.000152008 Iteration: 20 ELBO: -99101.49 tau: 1.474485 beta: 30.81435 diff 0.00012395 Iteration: 21 ELBO: -99091.44 tau: 1.474228 beta: 33.18149 diff 0.0001014443 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99731.37 tau: 1.503651 beta: 1.827231 diff Inf Iteration: 2 ELBO: -98764.5 tau: 1.511179 beta: 2.114031 diff 0.009694775 Iteration: 3 ELBO: -98451.61 tau: 1.520326 beta: 2.551016 diff 0.003168027 Iteration: 4 ELBO: -98255.82 tau: 1.526765 beta: 3.127904 diff 0.001988655 Iteration: 5 ELBO: -98119.16 tau: 1.530208 beta: 3.8573 diff 0.001390942 Iteration: 6 ELBO: -98013.76 tau: 1.532063 beta: 4.749854 diff 0.001074127 Iteration: 7 ELBO: -97928.34 tau: 1.533099 beta: 5.815066 diff 0.0008715211 Iteration: 8 ELBO: -97857.68 tau: 1.533645 beta: 7.061352 diff 0.0007215711 Iteration: 9 ELBO: -97798.6 tau: 1.53386 beta: 8.494713 diff 0.0006036945 Iteration: 10 ELBO: -97748.84 tau: 1.533844 beta: 10.11753 diff 0.0005088856 Iteration: 11 ELBO: -97706.64 tau: 1.533669 beta: 11.92791 diff 0.0004316647 Iteration: 12 ELBO: -97670.68 tau: 1.533386 beta: 13.91957 diff 0.0003680885 Iteration: 13 ELBO: -97639.89 tau: 1.533035 beta: 16.08227 diff 0.000315204 Iteration: 14 ELBO: -97613.44 tau: 1.532641 beta: 18.40262 diff 0.0002709484 Iteration: 15 ELBO: -97590.6 tau: 1.532222 beta: 20.86509 diff 0.0002339677 Iteration: 16 ELBO: -97570.75 tau: 1.531795 beta: 23.45294 diff 0.0002033415 Iteration: 17 ELBO: -97553.35 tau: 1.531371 beta: 26.14902 diff 0.0001783655 Iteration: 18 ELBO: -97537.89 tau: 1.530962 beta: 28.93639 diff 0.0001584508 Iteration: 19 ELBO: -97523.93 tau: 1.530579 beta: 31.79893 diff 0.0001430993 Iteration: 20 ELBO: -97511.07 tau: 1.530233 beta: 34.72166 diff 0.0001318952 Iteration: 21 ELBO: -97498.93 tau: 1.529934 beta: 37.69101 diff 0.0001244695 Iteration: 22 ELBO: -97487.19 tau: 1.529691 beta: 40.69486 diff 0.000120414 Iteration: 23 ELBO: -97475.58 tau: 1.529512 beta: 43.72253 diff 0.0001191328 Iteration: 24 ELBO: -97463.92 tau: 1.529399 beta: 46.76509 diff 0.0001196711 Iteration: 25 ELBO: -97452.16 tau: 1.529348 beta: 49.81615 diff 0.0001206595 Iteration: 26 ELBO: -97440.41 tau: 1.529345 beta: 52.87297 diff 0.0001205673 Iteration: 27 ELBO: -97428.88 tau: 1.529366 beta: 55.93703 diff 0.0001182727 Iteration: 28 ELBO: -97417.82 tau: 1.529387 beta: 59.01322 diff 0.0001135419 Iteration: 29 ELBO: -97407.4 tau: 1.529388 beta: 62.10783 diff 0.0001069578 After 30 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98323.95 tau: 1.557534 beta: 1.849502 diff Inf Iteration: 2 ELBO: -97391.14 tau: 1.563839 beta: 2.166575 diff 0.009487101 Iteration: 3 ELBO: -97101.1 tau: 1.57125 beta: 2.662773 diff 0.002978163 Iteration: 4 ELBO: -96901.7 tau: 1.577588 beta: 3.312244 diff 0.002053503 Iteration: 5 ELBO: -96753.38 tau: 1.581754 beta: 4.121062 diff 0.001530605 Iteration: 6 ELBO: -96638.74 tau: 1.584282 beta: 5.099789 diff 0.001184844 Iteration: 7 ELBO: -96547.31 tau: 1.585745 beta: 6.260014 diff 0.0009461562 Iteration: 8 ELBO: -96472.21 tau: 1.586547 beta: 7.612868 diff 0.0007778516 Iteration: 9 ELBO: -96409.15 tau: 1.586939 beta: 9.166955 diff 0.0006536044 Iteration: 10 ELBO: -96355.43 tau: 1.587075 beta: 10.92687 diff 0.00055721 Iteration: 11 ELBO: -96309.25 tau: 1.587047 beta: 12.89246 diff 0.00047933 Iteration: 12 ELBO: -96269.33 tau: 1.586912 beta: 15.05866 diff 0.0004144319 Iteration: 13 ELBO: -96234.76 tau: 1.586706 beta: 17.41593 diff 0.0003590936 Iteration: 14 ELBO: -96204.82 tau: 1.58645 beta: 19.9509 diff 0.000311163 Iteration: 15 ELBO: -96178.91 tau: 1.586155 beta: 22.64707 diff 0.000269281 Iteration: 16 ELBO: -96156.55 tau: 1.58583 beta: 25.48542 diff 0.0002325561 Iteration: 17 ELBO: -96137.28 tau: 1.585481 beta: 28.44518 diff 0.0002003592 Iteration: 18 ELBO: -96120.72 tau: 1.585114 beta: 31.50468 diff 0.0001722218 Iteration: 19 ELBO: -96106.52 tau: 1.584732 beta: 34.64248 diff 0.0001477818 Iteration: 20 ELBO: -96094.34 tau: 1.584338 beta: 37.83829 diff 0.0001267406 Iteration: 21 ELBO: -96083.88 tau: 1.583937 beta: 41.07384 diff 0.0001088192 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96939.01 tau: 1.611284 beta: 1.903558 diff Inf Iteration: 2 ELBO: -96018.49 tau: 1.616598 beta: 2.264891 diff 0.009495852 Iteration: 3 ELBO: -95732.74 tau: 1.624157 beta: 2.811935 diff 0.002976068 Iteration: 4 ELBO: -95542.57 tau: 1.63021 beta: 3.526433 diff 0.001986465 Iteration: 5 ELBO: -95400.81 tau: 1.633958 beta: 4.425272 diff 0.001483734 Iteration: 6 ELBO: -95288.2 tau: 1.636205 beta: 5.530887 diff 0.001180399 Iteration: 7 ELBO: -95195.8 tau: 1.637552 beta: 6.864662 diff 0.0009696185 Iteration: 8 ELBO: -95118.63 tau: 1.638333 beta: 8.444505 diff 0.0008106383 Iteration: 9 ELBO: -95053.43 tau: 1.638749 beta: 10.28262 diff 0.0006854961 Iteration: 10 ELBO: -94997.91 tau: 1.638925 beta: 12.38354 diff 0.0005840458 Iteration: 11 ELBO: -94950.48 tau: 1.638947 beta: 14.74312 diff 0.0004993693 Iteration: 12 ELBO: -94909.96 tau: 1.638863 beta: 17.34882 diff 0.0004267477 Iteration: 13 ELBO: -94875.45 tau: 1.638701 beta: 20.18093 diff 0.0003635932 Iteration: 14 ELBO: -94846.14 tau: 1.638477 beta: 23.21401 diff 0.0003089011 Iteration: 15 ELBO: -94821.28 tau: 1.638206 beta: 26.41861 diff 0.0002621601 Iteration: 16 ELBO: -94800.15 tau: 1.6379 beta: 29.76329 diff 0.0002227612 Iteration: 17 ELBO: -94782.14 tau: 1.63757 beta: 33.21642 diff 0.0001899632 Iteration: 18 ELBO: -94766.7 tau: 1.637227 beta: 36.74761 diff 0.0001629648 Iteration: 19 ELBO: -94753.34 tau: 1.63688 beta: 40.3287 diff 0.0001409483 Iteration: 20 ELBO: -94741.68 tau: 1.636537 beta: 43.93438 diff 0.0001231083 Iteration: 21 ELBO: -94731.38 tau: 1.636204 beta: 47.5425 diff 0.0001086825 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95669.45 tau: 1.663919 beta: 1.887019 diff Inf Iteration: 2 ELBO: -94774.82 tau: 1.668168 beta: 2.242209 diff 0.009351264 Iteration: 3 ELBO: -94483.85 tau: 1.675728 beta: 2.768381 diff 0.003070212 Iteration: 4 ELBO: -94280.18 tau: 1.682794 beta: 3.443102 diff 0.002155509 Iteration: 5 ELBO: -94127.45 tau: 1.687587 beta: 4.282467 diff 0.00162002 Iteration: 6 ELBO: -94007.62 tau: 1.69063 beta: 5.307936 diff 0.001273022 Iteration: 7 ELBO: -93910.83 tau: 1.692524 beta: 6.53945 diff 0.001029645 Iteration: 8 ELBO: -93830.76 tau: 1.693677 beta: 7.992986 diff 0.0008526532 Iteration: 9 ELBO: -93763.17 tau: 1.694357 beta: 9.679856 diff 0.0007202843 Iteration: 10 ELBO: -93705.28 tau: 1.694733 beta: 11.60632 diff 0.0006173615 Iteration: 11 ELBO: -93655.29 tau: 1.694912 beta: 13.77302 diff 0.0005334806 Iteration: 12 ELBO: -93612.04 tau: 1.694955 beta: 16.17463 diff 0.0004618142 Iteration: 13 ELBO: -93574.75 tau: 1.694894 beta: 18.80021 diff 0.0003984277 Iteration: 14 ELBO: -93542.77 tau: 1.694744 beta: 21.63426 diff 0.0003416842 Iteration: 15 ELBO: -93515.53 tau: 1.694514 beta: 24.65808 diff 0.000291265 Iteration: 16 ELBO: -93492.41 tau: 1.694212 beta: 27.85094 diff 0.0002471886 Iteration: 17 ELBO: -93472.84 tau: 1.69385 beta: 31.19108 diff 0.0002093101 Iteration: 18 ELBO: -93456.28 tau: 1.693439 beta: 34.65648 diff 0.0001772218 Iteration: 19 ELBO: -93442.23 tau: 1.692992 beta: 38.22551 diff 0.0001503152 Iteration: 20 ELBO: -93430.28 tau: 1.692522 beta: 41.87745 diff 0.0001278853 Iteration: 21 ELBO: -93420.07 tau: 1.692037 beta: 45.59288 diff 0.0001092261 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94314.68 tau: 1.722468 beta: 1.927152 diff Inf Iteration: 2 ELBO: -93413.13 tau: 1.727323 beta: 2.285815 diff 0.009558888 Iteration: 3 ELBO: -93126.8 tau: 1.734742 beta: 2.834637 diff 0.003065288 Iteration: 4 ELBO: -92938.2 tau: 1.740695 beta: 3.556133 diff 0.002025184 Iteration: 5 ELBO: -92802.55 tau: 1.743983 beta: 4.469949 diff 0.001459481 Iteration: 6 ELBO: -92696.3 tau: 1.74569 beta: 5.599808 diff 0.00114498 Iteration: 7 ELBO: -92608.69 tau: 1.746586 beta: 6.966901 diff 0.0009450607 Iteration: 8 ELBO: -92534.58 tau: 1.747042 beta: 8.587994 diff 0.0008003425 Iteration: 9 ELBO: -92471.02 tau: 1.747238 beta: 10.47437 diff 0.0006868363 Iteration: 10 ELBO: -92416.08 tau: 1.747268 beta: 12.63129 diff 0.0005940949 Iteration: 11 ELBO: -92368.32 tau: 1.747192 beta: 15.0578 diff 0.0005168291 Iteration: 12 ELBO: -92326.59 tau: 1.747048 beta: 17.74688 diff 0.0004517705 Iteration: 13 ELBO: -92289.98 tau: 1.746865 beta: 20.68595 diff 0.0003965131 Iteration: 14 ELBO: -92257.76 tau: 1.746661 beta: 23.85766 diff 0.0003491381 Iteration: 15 ELBO: -92229.33 tau: 1.746446 beta: 27.24112 diff 0.0003081275 Iteration: 16 ELBO: -92204.22 tau: 1.746226 beta: 30.81309 diff 0.0002723264 Iteration: 17 ELBO: -92182.01 tau: 1.746002 beta: 34.54928 diff 0.000240867 Iteration: 18 ELBO: -92162.37 tau: 1.745773 beta: 38.42532 diff 0.0002130751 Iteration: 19 ELBO: -92145 tau: 1.745537 beta: 42.41773 diff 0.0001884088 Iteration: 20 ELBO: -92129.66 tau: 1.745291 beta: 46.50463 diff 0.0001664367 Iteration: 21 ELBO: -92116.14 tau: 1.745032 beta: 50.66638 diff 0.0001468366 Iteration: 22 ELBO: -92104.22 tau: 1.744759 beta: 54.88599 diff 0.0001293915 Iteration: 23 ELBO: -92093.72 tau: 1.74447 beta: 59.14929 diff 0.0001139716 Iteration: 24 ELBO: -92084.47 tau: 1.744165 beta: 63.44487 diff 0.0001004953 After 25 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 511.512277 [SoftImpute] Iter 1: observed MAE=0.006666 rank=943 [SoftImpute] Iter 2: observed MAE=0.006577 rank=943 [SoftImpute] Iter 3: observed MAE=0.006577 rank=943 [SoftImpute] Iter 4: observed MAE=0.006578 rank=943 [SoftImpute] Iter 5: observed MAE=0.006578 rank=943 [SoftImpute] Iter 6: observed MAE=0.006579 rank=943 [SoftImpute] Iter 7: observed MAE=0.006579 rank=941 [SoftImpute] Iter 8: observed MAE=0.006579 rank=940 [SoftImpute] Iter 9: observed MAE=0.006579 rank=939 [SoftImpute] Iter 10: observed MAE=0.006579 rank=937 [SoftImpute] Iter 11: observed MAE=0.006579 rank=935 [SoftImpute] Iter 12: observed MAE=0.006579 rank=933 [SoftImpute] Iter 13: observed MAE=0.006579 rank=932 [SoftImpute] Iter 14: observed MAE=0.006579 rank=929 [SoftImpute] Iter 15: observed MAE=0.006578 rank=927 [SoftImpute] Iter 16: observed MAE=0.006578 rank=925 [SoftImpute] Iter 17: observed MAE=0.006578 rank=922 [SoftImpute] Iter 18: observed MAE=0.006577 rank=921 [SoftImpute] Iter 19: observed MAE=0.006577 rank=918 [SoftImpute] Iter 20: observed MAE=0.006576 rank=916 [SoftImpute] Iter 21: observed MAE=0.006576 rank=914 [SoftImpute] Iter 22: observed MAE=0.006575 rank=912 [SoftImpute] Iter 23: observed MAE=0.006574 rank=910 [SoftImpute] Iter 24: observed MAE=0.006574 rank=908 [SoftImpute] Iter 25: observed MAE=0.006573 rank=906 [SoftImpute] Iter 26: observed MAE=0.006573 rank=904 [SoftImpute] Iter 27: observed MAE=0.006572 rank=902 [SoftImpute] Iter 28: observed MAE=0.006571 rank=901 [SoftImpute] Iter 29: observed MAE=0.006570 rank=898 [SoftImpute] Iter 30: observed MAE=0.006570 rank=897 [SoftImpute] Iter 31: observed MAE=0.006569 rank=894 [SoftImpute] Iter 32: observed MAE=0.006568 rank=892 [SoftImpute] Iter 33: observed MAE=0.006567 rank=891 [SoftImpute] Iter 34: observed MAE=0.006566 rank=888 [SoftImpute] Iter 35: observed MAE=0.006565 rank=887 [SoftImpute] Iter 36: observed MAE=0.006564 rank=885 [SoftImpute] Iter 37: observed MAE=0.006563 rank=882 [SoftImpute] Iter 38: observed MAE=0.006562 rank=880 [SoftImpute] Iter 39: observed MAE=0.006560 rank=877 [SoftImpute] Iter 40: observed MAE=0.006559 rank=875 [SoftImpute] Iter 41: observed MAE=0.006558 rank=873 [SoftImpute] Iter 42: observed MAE=0.006557 rank=871 [SoftImpute] Iter 43: observed MAE=0.006556 rank=870 [SoftImpute] Iter 44: observed MAE=0.006555 rank=868 [SoftImpute] Iter 45: observed MAE=0.006553 rank=866 [SoftImpute] Iter 46: observed MAE=0.006552 rank=863 [SoftImpute] Iter 47: observed MAE=0.006551 rank=862 [SoftImpute] Iter 48: observed MAE=0.006550 rank=861 [SoftImpute] Iter 49: observed MAE=0.006548 rank=858 [SoftImpute] Iter 50: observed MAE=0.006547 rank=856 [SoftImpute] Iter 51: observed MAE=0.006546 rank=854 [SoftImpute] Iter 52: observed MAE=0.006544 rank=852 [SoftImpute] Iter 53: observed MAE=0.006543 rank=851 [SoftImpute] Iter 54: observed MAE=0.006542 rank=849 [SoftImpute] Iter 55: observed MAE=0.006540 rank=846 [SoftImpute] Iter 56: observed MAE=0.006539 rank=845 [SoftImpute] Iter 57: observed MAE=0.006538 rank=843 [SoftImpute] Iter 58: observed MAE=0.006536 rank=841 [SoftImpute] Iter 59: observed MAE=0.006535 rank=840 [SoftImpute] Iter 60: observed MAE=0.006534 rank=839 [SoftImpute] Iter 61: observed MAE=0.006533 rank=836 [SoftImpute] Iter 62: observed MAE=0.006532 rank=836 [SoftImpute] Iter 63: observed MAE=0.006530 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1454 missing, elapsed time: 4.050 Imputing row 101/943 with 1626 missing, elapsed time: 5.552 Imputing row 201/943 with 1370 missing, elapsed time: 7.060 Imputing row 301/943 with 1450 missing, elapsed time: 8.542 Imputing row 401/943 with 1557 missing, elapsed time: 10.021 Imputing row 501/943 with 1631 missing, elapsed time: 11.503 Imputing row 601/943 with 1555 missing, elapsed time: 13.007 Imputing row 701/943 with 1659 missing, elapsed time: 14.548 Imputing row 801/943 with 1660 missing, elapsed time: 16.056 Imputing row 901/943 with 1580 missing, elapsed time: 17.550 [KNN] Warning: 34593/1586126 still missing after imputation, replacing with 0 ########### perturbation 42 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215827.8 tau: 0.08788837 beta: 0.06087295 diff Inf Iteration: 2 ELBO: -130922.1 tau: 0.7015218 beta: 0.0991768 diff 0.3933956 Iteration: 3 ELBO: -115087.4 tau: 1.088078 beta: 0.3845392 diff 0.1209478 Iteration: 4 ELBO: -113130.4 tau: 1.149195 beta: 0.7811924 diff 0.01700399 Iteration: 5 ELBO: -112707.5 tau: 1.159693 beta: 1.04442 diff 0.003738278 Iteration: 6 ELBO: -112618.7 tau: 1.161101 beta: 1.191333 diff 0.0007881037 Iteration: 7 ELBO: -112600.3 tau: 1.160997 beta: 1.268656 diff 0.0001632713 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108621.7 tau: 1.200524 beta: 1.865489 diff Inf Iteration: 2 ELBO: -107657.3 tau: 1.208029 beta: 2.109129 diff 0.008877992 Iteration: 3 ELBO: -107193.2 tau: 1.221726 beta: 2.412097 diff 0.004311624 Iteration: 4 ELBO: -106642.7 tau: 1.241964 beta: 2.726992 diff 0.005135186 Iteration: 5 ELBO: -106141.2 tau: 1.260742 beta: 3.14653 diff 0.004702413 Iteration: 6 ELBO: -105860.3 tau: 1.270789 beta: 3.682927 diff 0.002646974 Iteration: 7 ELBO: -105724.7 tau: 1.274776 beta: 4.29833 diff 0.001280609 Iteration: 8 ELBO: -105648.9 tau: 1.276205 beta: 4.975129 diff 0.0007171864 Iteration: 9 ELBO: -105595.9 tau: 1.276735 beta: 5.706679 diff 0.0005013352 Iteration: 10 ELBO: -105553.7 tau: 1.276951 beta: 6.488015 diff 0.0003993849 Iteration: 11 ELBO: -105518.5 tau: 1.277032 beta: 7.314786 diff 0.0003339308 Iteration: 12 ELBO: -105488.6 tau: 1.277031 beta: 8.183476 diff 0.0002833525 Iteration: 13 ELBO: -105463 tau: 1.276976 beta: 9.090072 diff 0.0002423049 Iteration: 14 ELBO: -105441.1 tau: 1.276886 beta: 10.02899 diff 0.0002081308 Iteration: 15 ELBO: -105422.2 tau: 1.276776 beta: 10.99313 diff 0.0001787725 Iteration: 16 ELBO: -105406.1 tau: 1.276653 beta: 11.97438 diff 0.0001530756 Iteration: 17 ELBO: -105392.3 tau: 1.276523 beta: 12.9642 diff 0.0001304889 Iteration: 18 ELBO: -105380.7 tau: 1.276388 beta: 13.95402 diff 0.0001107045 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105227.2 tau: 1.307753 beta: 1.866693 diff Inf Iteration: 2 ELBO: -104227 tau: 1.315457 beta: 2.134619 diff 0.009504479 Iteration: 3 ELBO: -103834.7 tau: 1.327461 beta: 2.533324 diff 0.003763715 Iteration: 4 ELBO: -103562.9 tau: 1.337063 beta: 3.076977 diff 0.002617712 Iteration: 5 ELBO: -103371.4 tau: 1.342991 beta: 3.773509 diff 0.001849294 Iteration: 6 ELBO: -103230.5 tau: 1.346606 beta: 4.614372 diff 0.001363148 Iteration: 7 ELBO: -103124.1 tau: 1.348825 beta: 5.589442 diff 0.0010309 Iteration: 8 ELBO: -103042.8 tau: 1.350122 beta: 6.694785 diff 0.0007882633 Iteration: 9 ELBO: -102979.6 tau: 1.350803 beta: 7.931214 diff 0.0006135031 Iteration: 10 ELBO: -102929.1 tau: 1.351102 beta: 9.29877 diff 0.0004906263 Iteration: 11 ELBO: -102887.8 tau: 1.351169 beta: 10.79413 diff 0.00040095 Iteration: 12 ELBO: -102853.6 tau: 1.351089 beta: 12.41058 diff 0.0003318584 Iteration: 13 ELBO: -102825.2 tau: 1.350911 beta: 14.13862 diff 0.0002767011 Iteration: 14 ELBO: -102801.3 tau: 1.350665 beta: 15.96639 diff 0.0002317699 Iteration: 15 ELBO: -102781.3 tau: 1.350373 beta: 17.88028 diff 0.000194695 Iteration: 16 ELBO: -102764.5 tau: 1.350051 beta: 19.86542 diff 0.0001638378 Iteration: 17 ELBO: -102750.3 tau: 1.349712 beta: 21.90633 diff 0.0001380142 Iteration: 18 ELBO: -102738.4 tau: 1.349362 beta: 23.98736 diff 0.0001163342 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103162.5 tau: 1.377388 beta: 1.866993 diff Inf Iteration: 2 ELBO: -102213.6 tau: 1.383511 beta: 2.182607 diff 0.009197747 Iteration: 3 ELBO: -101905.1 tau: 1.391808 beta: 2.650462 diff 0.003018511 Iteration: 4 ELBO: -101693.3 tau: 1.398877 beta: 3.237163 diff 0.002077944 Iteration: 5 ELBO: -101533.9 tau: 1.403776 beta: 3.94493 diff 0.001567977 Iteration: 6 ELBO: -101408.7 tau: 1.407046 beta: 4.787038 diff 0.001233167 Iteration: 7 ELBO: -101307.6 tau: 1.409212 beta: 5.776358 diff 0.0009968435 Iteration: 8 ELBO: -101222.4 tau: 1.410762 beta: 6.916232 diff 0.0008411416 Iteration: 9 ELBO: -101147.3 tau: 1.412028 beta: 8.200995 diff 0.0007412784 Iteration: 10 ELBO: -101078.7 tau: 1.413227 beta: 9.615563 diff 0.0006787607 Iteration: 11 ELBO: -101014.4 tau: 1.414483 beta: 11.13564 diff 0.0006360317 Iteration: 12 ELBO: -100954.2 tau: 1.415823 beta: 12.72974 diff 0.0005964433 Iteration: 13 ELBO: -100899 tau: 1.417183 beta: 14.36727 diff 0.0005460554 Iteration: 14 ELBO: -100850.8 tau: 1.418425 beta: 16.02971 diff 0.0004774567 Iteration: 15 ELBO: -100810.8 tau: 1.419425 beta: 17.70814 diff 0.0003968876 Iteration: 16 ELBO: -100778.9 tau: 1.420134 beta: 19.39524 diff 0.0003165345 Iteration: 17 ELBO: -100754.1 tau: 1.42057 beta: 21.08293 diff 0.0002457534 Iteration: 18 ELBO: -100735.1 tau: 1.420782 beta: 22.76294 diff 0.0001886002 Iteration: 19 ELBO: -100720.6 tau: 1.42083 beta: 24.42758 diff 0.0001446993 Iteration: 20 ELBO: -100709.3 tau: 1.420765 beta: 26.06981 diff 0.0001117838 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101090.4 tau: 1.451611 beta: 1.858482 diff Inf Iteration: 2 ELBO: -100156.1 tau: 1.458577 beta: 2.152439 diff 0.009242107 Iteration: 3 ELBO: -99854.17 tau: 1.466794 beta: 2.595099 diff 0.003014553 Iteration: 4 ELBO: -99650.47 tau: 1.473523 beta: 3.162682 diff 0.002039998 Iteration: 5 ELBO: -99500.66 tau: 1.477908 beta: 3.868729 diff 0.001503382 Iteration: 6 ELBO: -99384.93 tau: 1.480583 beta: 4.731767 diff 0.001163063 Iteration: 7 ELBO: -99291.67 tau: 1.482175 beta: 5.767321 diff 0.0009383967 Iteration: 8 ELBO: -99214 tau: 1.483108 beta: 6.987497 diff 0.0007822247 Iteration: 9 ELBO: -99147.81 tau: 1.483643 beta: 8.400307 diff 0.0006671818 Iteration: 10 ELBO: -99090.65 tau: 1.48394 beta: 10.00822 diff 0.0005764473 Iteration: 11 ELBO: -99041.21 tau: 1.484086 beta: 11.80792 diff 0.0004989796 Iteration: 12 ELBO: -98998.77 tau: 1.484108 beta: 13.79313 diff 0.0004284531 Iteration: 13 ELBO: -98962.7 tau: 1.484011 beta: 15.956 diff 0.0003643796 Iteration: 14 ELBO: -98932.16 tau: 1.483812 beta: 18.28492 diff 0.0003086342 Iteration: 15 ELBO: -98906.31 tau: 1.483536 beta: 20.76435 diff 0.0002612681 Iteration: 16 ELBO: -98884.42 tau: 1.483204 beta: 23.37613 diff 0.0002213359 Iteration: 17 ELBO: -98865.85 tau: 1.482836 beta: 26.10075 diff 0.000187819 Iteration: 18 ELBO: -98850.05 tau: 1.482445 beta: 28.91829 diff 0.0001597603 Iteration: 19 ELBO: -98836.58 tau: 1.482042 beta: 31.80909 diff 0.0001362897 Iteration: 20 ELBO: -98825.05 tau: 1.481636 beta: 34.75434 diff 0.0001166417 Iteration: 21 ELBO: -98815.15 tau: 1.481231 beta: 37.73646 diff 0.0001001602 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99578.42 tau: 1.509878 beta: 1.813023 diff Inf Iteration: 2 ELBO: -98628.89 tau: 1.516771 beta: 2.096385 diff 0.009535491 Iteration: 3 ELBO: -98323.98 tau: 1.525065 beta: 2.53915 diff 0.003091546 Iteration: 4 ELBO: -98126.8 tau: 1.531238 beta: 3.130238 diff 0.002005393 Iteration: 5 ELBO: -97984.69 tau: 1.534785 beta: 3.880794 diff 0.00144826 Iteration: 6 ELBO: -97874.04 tau: 1.536772 beta: 4.803256 diff 0.001129279 Iteration: 7 ELBO: -97783.61 tau: 1.537921 beta: 5.909338 diff 0.0009239458 Iteration: 8 ELBO: -97707.66 tau: 1.538609 beta: 7.208552 diff 0.0007766962 Iteration: 9 ELBO: -97643.15 tau: 1.539011 beta: 8.707041 diff 0.0006601836 Iteration: 10 ELBO: -97588.21 tau: 1.539214 beta: 10.40658 diff 0.0005626452 Iteration: 11 ELBO: -97541.45 tau: 1.539266 beta: 12.30419 diff 0.0004792156 Iteration: 12 ELBO: -97501.67 tau: 1.539201 beta: 14.39234 diff 0.0004077694 Iteration: 13 ELBO: -97467.83 tau: 1.539044 beta: 16.65946 diff 0.0003470701 Iteration: 14 ELBO: -97438.99 tau: 1.53882 beta: 19.09072 diff 0.0002959287 Iteration: 15 ELBO: -97414.33 tau: 1.538548 beta: 21.66886 diff 0.000253052 Iteration: 16 ELBO: -97393.18 tau: 1.538241 beta: 24.37515 diff 0.0002171811 Iteration: 17 ELBO: -97374.94 tau: 1.537912 beta: 27.19035 diff 0.0001872325 Iteration: 18 ELBO: -97359.13 tau: 1.537569 beta: 30.09556 diff 0.0001623372 Iteration: 19 ELBO: -97345.33 tau: 1.537221 beta: 33.07295 diff 0.0001417903 Iteration: 20 ELBO: -97333.16 tau: 1.536872 beta: 36.10635 diff 0.0001249789 Iteration: 21 ELBO: -97322.33 tau: 1.536529 beta: 39.18157 diff 0.0001113433 Iteration: 22 ELBO: -97312.56 tau: 1.536195 beta: 42.28653 diff 0.0001003771 After 23 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98125.81 tau: 1.564939 beta: 1.865338 diff Inf Iteration: 2 ELBO: -97180.42 tau: 1.572216 beta: 2.17578 diff 0.009634463 Iteration: 3 ELBO: -96893.68 tau: 1.580046 beta: 2.657304 diff 0.002950577 Iteration: 4 ELBO: -96704.82 tau: 1.585838 beta: 3.295587 diff 0.001949199 Iteration: 5 ELBO: -96561.67 tau: 1.589414 beta: 4.105413 diff 0.001480297 Iteration: 6 ELBO: -96445.74 tau: 1.591692 beta: 5.10305 diff 0.00120056 Iteration: 7 ELBO: -96349.48 tau: 1.593198 beta: 6.301787 diff 0.0009980921 Iteration: 8 ELBO: -96268.79 tau: 1.59419 beta: 7.711291 diff 0.0008374183 Iteration: 9 ELBO: -96201.01 tau: 1.594799 beta: 9.33779 diff 0.0007041277 Iteration: 10 ELBO: -96144.04 tau: 1.59511 beta: 11.18423 diff 0.000592171 Iteration: 11 ELBO: -96096.12 tau: 1.595185 beta: 13.25031 diff 0.0004984534 Iteration: 12 ELBO: -96055.71 tau: 1.59508 beta: 15.53251 diff 0.0004205037 Iteration: 13 ELBO: -96021.52 tau: 1.59484 beta: 18.02412 diff 0.0003559111 Iteration: 14 ELBO: -95992.48 tau: 1.594504 beta: 20.71557 diff 0.0003024191 Iteration: 15 ELBO: -95967.71 tau: 1.594099 beta: 23.59494 diff 0.0002580765 Iteration: 16 ELBO: -95946.47 tau: 1.593646 beta: 26.64869 diff 0.0002212841 Iteration: 17 ELBO: -95928.17 tau: 1.593162 beta: 29.8626 diff 0.0001907651 Iteration: 18 ELBO: -95912.29 tau: 1.592659 beta: 33.22267 diff 0.0001655063 Iteration: 19 ELBO: -95898.41 tau: 1.592144 beta: 36.71604 diff 0.0001446986 Iteration: 20 ELBO: -95886.17 tau: 1.591626 beta: 40.33179 diff 0.0001276861 Iteration: 21 ELBO: -95875.24 tau: 1.59111 beta: 44.06155 diff 0.0001139272 Iteration: 22 ELBO: -95865.37 tau: 1.590598 beta: 47.89992 diff 0.0001029648 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96793.9 tau: 1.6169 beta: 1.923976 diff Inf Iteration: 2 ELBO: -95904.41 tau: 1.619934 beta: 2.327781 diff 0.009189529 Iteration: 3 ELBO: -95617.72 tau: 1.626804 beta: 2.923447 diff 0.002989402 Iteration: 4 ELBO: -95401.55 tau: 1.634192 beta: 3.68437 diff 0.002260786 Iteration: 5 ELBO: -95228.56 tau: 1.63986 beta: 4.637138 diff 0.001813211 Iteration: 6 ELBO: -95088.86 tau: 1.643721 beta: 5.820201 diff 0.001467048 Iteration: 7 ELBO: -94974.92 tau: 1.646257 beta: 7.265369 diff 0.001198255 Iteration: 8 ELBO: -94881.08 tau: 1.647911 beta: 8.992303 diff 0.0009880521 Iteration: 9 ELBO: -94803.62 tau: 1.648952 beta: 11.01032 diff 0.0008163501 Iteration: 10 ELBO: -94739.73 tau: 1.64954 beta: 13.32168 diff 0.0006739021 Iteration: 11 ELBO: -94686.93 tau: 1.649803 beta: 15.92206 diff 0.0005573884 Iteration: 12 ELBO: -94643.09 tau: 1.64984 beta: 18.79994 diff 0.0004629114 Iteration: 13 ELBO: -94606.57 tau: 1.649726 beta: 21.93693 diff 0.000385923 Iteration: 14 ELBO: -94576.05 tau: 1.649507 beta: 25.30905 diff 0.0003226044 Iteration: 15 ELBO: -94550.5 tau: 1.649216 beta: 28.8887 diff 0.0002701746 Iteration: 16 ELBO: -94529.07 tau: 1.648873 beta: 32.64659 diff 0.0002266394 Iteration: 17 ELBO: -94511.06 tau: 1.648493 beta: 36.55338 diff 0.0001905033 Iteration: 18 ELBO: -94495.88 tau: 1.648087 beta: 40.58092 diff 0.0001605683 Iteration: 19 ELBO: -94483.05 tau: 1.647663 beta: 44.70292 diff 0.0001358207 Iteration: 20 ELBO: -94472.15 tau: 1.647229 beta: 48.89539 diff 0.0001153828 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95393.08 tau: 1.675915 beta: 1.874523 diff Inf Iteration: 2 ELBO: -94481.65 tau: 1.681267 beta: 2.22156 diff 0.009554531 Iteration: 3 ELBO: -94192.37 tau: 1.68898 beta: 2.749373 diff 0.003061685 Iteration: 4 ELBO: -94002.99 tau: 1.695075 beta: 3.444274 diff 0.002010635 Iteration: 5 ELBO: -93865.62 tau: 1.698572 beta: 4.327726 diff 0.001461326 Iteration: 6 ELBO: -93757.35 tau: 1.700474 beta: 5.424856 diff 0.001153461 Iteration: 7 ELBO: -93667.59 tau: 1.70152 beta: 6.758382 diff 0.0009573406 Iteration: 8 ELBO: -93590.94 tau: 1.70211 beta: 8.347105 diff 0.0008183613 Iteration: 9 ELBO: -93524.35 tau: 1.702453 beta: 10.20507 diff 0.0007114482 Iteration: 10 ELBO: -93465.96 tau: 1.702654 beta: 12.34094 diff 0.0006243555 Iteration: 11 ELBO: -93414.52 tau: 1.702764 beta: 14.75816 diff 0.0005503375 Iteration: 12 ELBO: -93369.19 tau: 1.702805 beta: 17.45573 diff 0.0004852355 Iteration: 13 ELBO: -93329.36 tau: 1.702779 beta: 20.4291 diff 0.0004266544 Iteration: 14 ELBO: -93294.5 tau: 1.702684 beta: 23.67066 diff 0.0003735 Iteration: 15 ELBO: -93264.14 tau: 1.702518 beta: 27.17012 diff 0.00032542 Iteration: 16 ELBO: -93237.8 tau: 1.702285 beta: 30.91518 diff 0.0002823803 Iteration: 17 ELBO: -93215.01 tau: 1.701989 beta: 34.89241 diff 0.000244445 Iteration: 18 ELBO: -93195.28 tau: 1.701637 beta: 39.08832 diff 0.0002116361 Iteration: 19 ELBO: -93178.15 tau: 1.701241 beta: 43.4904 diff 0.0001838314 Iteration: 20 ELBO: -93163.18 tau: 1.70081 beta: 48.08817 diff 0.0001607235 Iteration: 21 ELBO: -93149.96 tau: 1.700355 beta: 52.87374 diff 0.0001418468 Iteration: 22 ELBO: -93138.16 tau: 1.699887 beta: 57.84209 diff 0.0001266382 Iteration: 23 ELBO: -93127.5 tau: 1.699416 beta: 62.99066 diff 0.0001144967 Iteration: 24 ELBO: -93117.74 tau: 1.698948 beta: 68.31853 diff 0.0001048253 After 25 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94214.14 tau: 1.726149 beta: 1.95805 diff Inf Iteration: 2 ELBO: -93312.62 tau: 1.730138 beta: 2.348746 diff 0.009568888 Iteration: 3 ELBO: -93031.38 tau: 1.737092 beta: 2.944703 diff 0.003013927 Iteration: 4 ELBO: -92837.68 tau: 1.743349 beta: 3.723608 diff 0.002082033 Iteration: 5 ELBO: -92691.19 tau: 1.747497 beta: 4.702332 diff 0.001578003 Iteration: 6 ELBO: -92573.06 tau: 1.750187 beta: 5.903118 diff 0.001274435 Iteration: 7 ELBO: -92474.67 tau: 1.751987 beta: 7.346359 diff 0.001062791 Iteration: 8 ELBO: -92391.75 tau: 1.753192 beta: 9.050025 diff 0.0008966643 Iteration: 9 ELBO: -92321.53 tau: 1.753964 beta: 11.02805 diff 0.0007600651 Iteration: 10 ELBO: -92261.87 tau: 1.75442 beta: 13.28798 diff 0.0006462185 Iteration: 11 ELBO: -92211.11 tau: 1.754643 beta: 15.8301 diff 0.0005501595 Iteration: 12 ELBO: -92167.92 tau: 1.754691 beta: 18.64753 diff 0.0004683402 Iteration: 13 ELBO: -92131.2 tau: 1.754605 beta: 21.72679 diff 0.0003984017 Iteration: 14 ELBO: -92100 tau: 1.754415 beta: 25.04886 diff 0.0003386824 Iteration: 15 ELBO: -92073.49 tau: 1.754147 beta: 28.5906 diff 0.0002878919 Iteration: 16 ELBO: -92050.93 tau: 1.753819 beta: 32.32635 diff 0.0002449546 Iteration: 17 ELBO: -92031.7 tau: 1.753446 beta: 36.22925 diff 0.0002089023 Iteration: 18 ELBO: -92015.25 tau: 1.753043 beta: 40.27222 diff 0.0001787983 Iteration: 19 ELBO: -92001.1 tau: 1.752622 beta: 44.42852 diff 0.0001537226 Iteration: 20 ELBO: -91988.88 tau: 1.752193 beta: 48.67208 diff 0.0001328068 Iteration: 21 ELBO: -91978.28 tau: 1.751763 beta: 52.97762 diff 0.0001152752 Iteration: 22 ELBO: -91969.04 tau: 1.75134 beta: 57.32078 diff 0.0001004685 After 23 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.059003 [SoftImpute] Iter 1: observed MAE=0.006668 rank=943 [SoftImpute] Iter 2: observed MAE=0.006579 rank=943 [SoftImpute] Iter 3: observed MAE=0.006580 rank=943 [SoftImpute] Iter 4: observed MAE=0.006580 rank=943 [SoftImpute] Iter 5: observed MAE=0.006581 rank=943 [SoftImpute] Iter 6: observed MAE=0.006581 rank=941 [SoftImpute] Iter 7: observed MAE=0.006581 rank=941 [SoftImpute] Iter 8: observed MAE=0.006582 rank=939 [SoftImpute] Iter 9: observed MAE=0.006582 rank=937 [SoftImpute] Iter 10: observed MAE=0.006582 rank=936 [SoftImpute] Iter 11: observed MAE=0.006582 rank=935 [SoftImpute] Iter 12: observed MAE=0.006582 rank=933 [SoftImpute] Iter 13: observed MAE=0.006581 rank=931 [SoftImpute] Iter 14: observed MAE=0.006581 rank=929 [SoftImpute] Iter 15: observed MAE=0.006581 rank=927 [SoftImpute] Iter 16: observed MAE=0.006581 rank=925 [SoftImpute] Iter 17: observed MAE=0.006580 rank=924 [SoftImpute] Iter 18: observed MAE=0.006580 rank=922 [SoftImpute] Iter 19: observed MAE=0.006580 rank=920 [SoftImpute] Iter 20: observed MAE=0.006579 rank=917 [SoftImpute] Iter 21: observed MAE=0.006578 rank=916 [SoftImpute] Iter 22: observed MAE=0.006578 rank=914 [SoftImpute] Iter 23: observed MAE=0.006577 rank=912 [SoftImpute] Iter 24: observed MAE=0.006577 rank=910 [SoftImpute] Iter 25: observed MAE=0.006576 rank=907 [SoftImpute] Iter 26: observed MAE=0.006575 rank=907 [SoftImpute] Iter 27: observed MAE=0.006575 rank=904 [SoftImpute] Iter 28: observed MAE=0.006574 rank=902 [SoftImpute] Iter 29: observed MAE=0.006573 rank=901 [SoftImpute] Iter 30: observed MAE=0.006572 rank=899 [SoftImpute] Iter 31: observed MAE=0.006571 rank=895 [SoftImpute] Iter 32: observed MAE=0.006571 rank=894 [SoftImpute] Iter 33: observed MAE=0.006570 rank=891 [SoftImpute] Iter 34: observed MAE=0.006569 rank=889 [SoftImpute] Iter 35: observed MAE=0.006568 rank=888 [SoftImpute] Iter 36: observed MAE=0.006567 rank=885 [SoftImpute] Iter 37: observed MAE=0.006566 rank=883 [SoftImpute] Iter 38: observed MAE=0.006565 rank=881 [SoftImpute] Iter 39: observed MAE=0.006564 rank=880 [SoftImpute] Iter 40: observed MAE=0.006563 rank=877 [SoftImpute] Iter 41: observed MAE=0.006561 rank=875 [SoftImpute] Iter 42: observed MAE=0.006560 rank=873 [SoftImpute] Iter 43: observed MAE=0.006559 rank=872 [SoftImpute] Iter 44: observed MAE=0.006558 rank=870 [SoftImpute] Iter 45: observed MAE=0.006557 rank=868 [SoftImpute] Iter 46: observed MAE=0.006556 rank=866 [SoftImpute] Iter 47: observed MAE=0.006554 rank=864 [SoftImpute] Iter 48: observed MAE=0.006553 rank=861 [SoftImpute] Iter 49: observed MAE=0.006552 rank=860 [SoftImpute] Iter 50: observed MAE=0.006551 rank=858 [SoftImpute] Iter 51: observed MAE=0.006550 rank=857 [SoftImpute] Iter 52: observed MAE=0.006548 rank=856 [SoftImpute] Iter 53: observed MAE=0.006547 rank=853 [SoftImpute] Iter 54: observed MAE=0.006546 rank=851 [SoftImpute] Iter 55: observed MAE=0.006544 rank=849 [SoftImpute] Iter 56: observed MAE=0.006543 rank=847 [SoftImpute] Iter 57: observed MAE=0.006542 rank=845 [SoftImpute] Iter 58: observed MAE=0.006540 rank=843 [SoftImpute] Iter 59: observed MAE=0.006539 rank=842 [SoftImpute] Iter 60: observed MAE=0.006538 rank=840 [SoftImpute] Iter 61: observed MAE=0.006536 rank=838 [SoftImpute] Iter 62: observed MAE=0.006535 rank=836 [SoftImpute] Iter 63: observed MAE=0.006533 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1472 missing, elapsed time: 4.113 Imputing row 101/943 with 1627 missing, elapsed time: 5.620 Imputing row 201/943 with 1383 missing, elapsed time: 7.176 Imputing row 301/943 with 1456 missing, elapsed time: 8.681 Imputing row 401/943 with 1565 missing, elapsed time: 10.156 Imputing row 501/943 with 1624 missing, elapsed time: 11.650 Imputing row 601/943 with 1559 missing, elapsed time: 13.181 Imputing row 701/943 with 1661 missing, elapsed time: 14.700 Imputing row 801/943 with 1662 missing, elapsed time: 16.216 Imputing row 901/943 with 1579 missing, elapsed time: 17.725 [KNN] Warning: 23337/1586126 still missing after imputation, replacing with 0 ########### perturbation 43 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | 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271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | 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sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216133.2 tau: 0.08719007 beta: 0.0619151 diff Inf Iteration: 2 ELBO: -130727.4 tau: 0.7051137 beta: 0.09957308 diff 0.3951537 Iteration: 3 ELBO: -115193.9 tau: 1.085714 beta: 0.3803808 diff 0.1188231 Iteration: 4 ELBO: -113234.5 tau: 1.146142 beta: 0.7837097 diff 0.01700972 Iteration: 5 ELBO: -112796.5 tau: 1.156927 beta: 1.055594 diff 0.003868066 Iteration: 6 ELBO: -112702.5 tau: 1.158458 beta: 1.207919 diff 0.0008333712 Iteration: 7 ELBO: -112682.8 tau: 1.158383 beta: 1.288245 diff 0.0001752984 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108715.8 tau: 1.197501 beta: 1.872985 diff Inf Iteration: 2 ELBO: -107784.6 tau: 1.20365 beta: 2.135387 diff 0.008564597 Iteration: 3 ELBO: -107405.8 tau: 1.213467 beta: 2.500131 diff 0.00351461 Iteration: 4 ELBO: -106978.4 tau: 1.228077 beta: 2.902594 diff 0.003979791 Iteration: 5 ELBO: -106432.4 tau: 1.247963 beta: 3.359618 diff 0.005103284 Iteration: 6 ELBO: -106016.6 tau: 1.263406 beta: 3.94643 diff 0.003906808 Iteration: 7 ELBO: -105816.6 tau: 1.270299 beta: 4.628938 diff 0.001886264 Iteration: 8 ELBO: -105716.9 tau: 1.273001 beta: 5.358563 diff 0.0009428497 Iteration: 9 ELBO: -105656.3 tau: 1.274134 beta: 6.120596 diff 0.0005734816 Iteration: 10 ELBO: -105614.4 tau: 1.27456 beta: 6.917435 diff 0.0003962717 Iteration: 11 ELBO: -105582 tau: 1.274676 beta: 7.750371 diff 0.0003064888 Iteration: 12 ELBO: -105555.3 tau: 1.274662 beta: 8.617825 diff 0.0002527059 Iteration: 13 ELBO: -105532.8 tau: 1.274586 beta: 9.515899 diff 0.0002137299 Iteration: 14 ELBO: -105513.5 tau: 1.274478 beta: 10.43893 diff 0.0001824077 Iteration: 15 ELBO: -105497.1 tau: 1.274351 beta: 11.38004 diff 0.0001559835 Iteration: 16 ELBO: -105483 tau: 1.274213 beta: 12.33165 diff 0.000133196 Iteration: 17 ELBO: -105471.1 tau: 1.27407 beta: 13.28589 diff 0.0001133812 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105295.3 tau: 1.305397 beta: 1.872512 diff Inf Iteration: 2 ELBO: -104344.9 tau: 1.31089 beta: 2.176051 diff 0.00902577 Iteration: 3 ELBO: -104027.3 tau: 1.319151 beta: 2.623226 diff 0.003044182 Iteration: 4 ELBO: -103803.1 tau: 1.326552 beta: 3.19338 diff 0.002155369 Iteration: 5 ELBO: -103631.6 tau: 1.331782 beta: 3.89876 diff 0.00165164 Iteration: 6 ELBO: -103489.8 tau: 1.335588 beta: 4.749551 diff 0.001368281 Iteration: 7 ELBO: -103367.3 tau: 1.338545 beta: 5.757654 diff 0.001184201 Iteration: 8 ELBO: -103260.7 tau: 1.340908 beta: 6.933882 diff 0.001031326 Iteration: 9 ELBO: -103170.6 tau: 1.342713 beta: 8.284 diff 0.0008720335 Iteration: 10 ELBO: -103097.6 tau: 1.343928 beta: 9.806673 diff 0.0007072857 Iteration: 11 ELBO: -103040 tau: 1.344617 beta: 11.49304 diff 0.0005593579 Iteration: 12 ELBO: -102994.8 tau: 1.344904 beta: 13.32983 diff 0.0004385334 Iteration: 13 ELBO: -102959.1 tau: 1.344919 beta: 15.30095 diff 0.0003463993 Iteration: 14 ELBO: -102930.5 tau: 1.344768 beta: 17.38866 diff 0.0002777132 Iteration: 15 ELBO: -102907.3 tau: 1.34452 beta: 19.5748 diff 0.0002255917 Iteration: 16 ELBO: -102888.2 tau: 1.344213 beta: 21.84144 diff 0.0001851575 Iteration: 17 ELBO: -102872.5 tau: 1.343872 beta: 24.17102 diff 0.0001533247 Iteration: 18 ELBO: -102859.3 tau: 1.343514 beta: 26.54661 diff 0.0001279179 Iteration: 19 ELBO: -102848.3 tau: 1.343148 beta: 28.95222 diff 0.0001073551 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103375.9 tau: 1.369596 beta: 1.886612 diff Inf Iteration: 2 ELBO: -102407.2 tau: 1.376378 beta: 2.206862 diff 0.009370164 Iteration: 3 ELBO: -102079.5 tau: 1.385909 beta: 2.671619 diff 0.003200734 Iteration: 4 ELBO: -101874.4 tau: 1.39293 beta: 3.259245 diff 0.002009154 Iteration: 5 ELBO: -101735.3 tau: 1.396761 beta: 3.982249 diff 0.001364704 Iteration: 6 ELBO: -101628.8 tau: 1.398888 beta: 4.853977 diff 0.001046714 Iteration: 7 ELBO: -101540 tau: 1.400244 beta: 5.883528 diff 0.0008738923 Iteration: 8 ELBO: -101461.9 tau: 1.401285 beta: 7.074457 diff 0.0007696971 Iteration: 9 ELBO: -101390.8 tau: 1.402238 beta: 8.423937 diff 0.0007009321 Iteration: 10 ELBO: -101324.9 tau: 1.4032 beta: 9.923978 diff 0.000649535 Iteration: 11 ELBO: -101263.5 tau: 1.404197 beta: 11.5629 diff 0.0006060921 Iteration: 12 ELBO: -101206.5 tau: 1.405211 beta: 13.32575 diff 0.0005632841 Iteration: 13 ELBO: -101154.3 tau: 1.406199 beta: 15.19328 diff 0.0005154458 Iteration: 14 ELBO: -101107.5 tau: 1.407118 beta: 17.14103 diff 0.0004621444 Iteration: 15 ELBO: -101066.5 tau: 1.407937 beta: 19.14207 diff 0.0004054094 Iteration: 16 ELBO: -101031.5 tau: 1.408629 beta: 21.17183 diff 0.0003469143 Iteration: 17 ELBO: -101002.3 tau: 1.409167 beta: 23.21127 diff 0.0002887104 Iteration: 18 ELBO: -100978.7 tau: 1.40954 beta: 25.24679 diff 0.0002339379 Iteration: 19 ELBO: -100959.9 tau: 1.409755 beta: 27.268 diff 0.000185777 Iteration: 20 ELBO: -100945.2 tau: 1.409838 beta: 29.26562 diff 0.0001459976 Iteration: 21 ELBO: -100933.6 tau: 1.40982 beta: 31.23061 diff 0.0001145933 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101420.2 tau: 1.439716 beta: 1.845941 diff Inf Iteration: 2 ELBO: -100475 tau: 1.447413 beta: 2.124545 diff 0.009319378 Iteration: 3 ELBO: -100157.9 tau: 1.45645 beta: 2.54845 diff 0.003155745 Iteration: 4 ELBO: -99937.81 tau: 1.463931 beta: 3.105852 diff 0.002197865 Iteration: 5 ELBO: -99776.09 tau: 1.468755 beta: 3.812684 diff 0.001618218 Iteration: 6 ELBO: -99651.25 tau: 1.471773 beta: 4.679397 diff 0.001251196 Iteration: 7 ELBO: -99552.03 tau: 1.473667 beta: 5.711804 diff 0.0009956616 Iteration: 8 ELBO: -99471.98 tau: 1.47482 beta: 6.912778 diff 0.0008041061 Iteration: 9 ELBO: -99406.19 tau: 1.475493 beta: 8.282506 diff 0.0006613978 Iteration: 10 ELBO: -99351.33 tau: 1.475857 beta: 9.818676 diff 0.0005518725 Iteration: 11 ELBO: -99305.26 tau: 1.476011 beta: 11.51636 diff 0.0004637064 Iteration: 12 ELBO: -99266.48 tau: 1.476013 beta: 13.36772 diff 0.000390538 Iteration: 13 ELBO: -99233.85 tau: 1.475902 beta: 15.36193 diff 0.0003287573 Iteration: 14 ELBO: -99206.44 tau: 1.475704 beta: 17.48536 diff 0.0002761932 Iteration: 15 ELBO: -99183.47 tau: 1.475439 beta: 19.72213 diff 0.0002314838 Iteration: 16 ELBO: -99164.27 tau: 1.475124 beta: 22.05468 diff 0.000193646 Iteration: 17 ELBO: -99148.22 tau: 1.474773 beta: 24.46446 diff 0.000161833 Iteration: 18 ELBO: -99134.81 tau: 1.474398 beta: 26.9326 diff 0.0001352456 Iteration: 19 ELBO: -99123.59 tau: 1.474007 beta: 29.4405 diff 0.0001131253 After 20 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99733.13 tau: 1.503553 beta: 1.828706 diff Inf Iteration: 2 ELBO: -98786.83 tau: 1.509617 beta: 2.128922 diff 0.00948834 Iteration: 3 ELBO: -98483.86 tau: 1.517509 beta: 2.597464 diff 0.003066921 Iteration: 4 ELBO: -98294.61 tau: 1.52319 beta: 3.223673 diff 0.001921624 Iteration: 5 ELBO: -98160.8 tau: 1.526264 beta: 4.019356 diff 0.001361356 Iteration: 6 ELBO: -98055.12 tau: 1.528003 beta: 4.995769 diff 0.001076548 Iteration: 7 ELBO: -97967.1 tau: 1.529083 beta: 6.163188 diff 0.0008976405 Iteration: 8 ELBO: -97892.27 tau: 1.52978 beta: 7.530784 diff 0.0007638163 Iteration: 9 ELBO: -97828.29 tau: 1.530207 beta: 9.105743 diff 0.0006535926 Iteration: 10 ELBO: -97773.55 tau: 1.530418 beta: 10.89293 diff 0.0005596015 Iteration: 11 ELBO: -97726.66 tau: 1.530454 beta: 12.89515 diff 0.0004795383 Iteration: 12 ELBO: -97686.38 tau: 1.530349 beta: 15.11307 diff 0.000412205 Iteration: 13 ELBO: -97651.6 tau: 1.530138 beta: 17.54492 diff 0.0003560368 Iteration: 14 ELBO: -97621.4 tau: 1.529852 beta: 20.18642 diff 0.0003092454 Iteration: 15 ELBO: -97595.03 tau: 1.529512 beta: 23.03095 diff 0.0002701699 Iteration: 16 ELBO: -97571.86 tau: 1.529138 beta: 26.0698 diff 0.0002373465 Iteration: 17 ELBO: -97551.42 tau: 1.528743 beta: 29.29242 diff 0.0002094822 Iteration: 18 ELBO: -97533.33 tau: 1.528336 beta: 32.68655 diff 0.0001854797 Iteration: 19 ELBO: -97517.29 tau: 1.527923 beta: 36.23843 diff 0.0001644829 Iteration: 20 ELBO: -97503.06 tau: 1.527508 beta: 39.93306 diff 0.0001458759 Iteration: 21 ELBO: -97490.46 tau: 1.527092 beta: 43.75452 diff 0.0001292352 Iteration: 22 ELBO: -97479.32 tau: 1.526677 beta: 47.68648 diff 0.0001142688 Iteration: 23 ELBO: -97469.5 tau: 1.526262 beta: 51.71274 diff 0.0001007765 After 24 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98419.57 tau: 1.553779 beta: 1.849301 diff Inf Iteration: 2 ELBO: -97504.76 tau: 1.559746 beta: 2.162264 diff 0.009295031 Iteration: 3 ELBO: -97231.47 tau: 1.566084 beta: 2.654784 diff 0.002802771 Iteration: 4 ELBO: -97049.3 tau: 1.571156 beta: 3.298017 diff 0.00187361 Iteration: 5 ELBO: -96908.18 tau: 1.574655 beta: 4.093687 diff 0.001454048 Iteration: 6 ELBO: -96791.48 tau: 1.577207 beta: 5.049942 diff 0.001204297 Iteration: 7 ELBO: -96693.64 tau: 1.579088 beta: 6.178049 diff 0.001010763 Iteration: 8 ELBO: -96611.71 tau: 1.580407 beta: 7.490518 diff 0.0008474034 Iteration: 9 ELBO: -96542.84 tau: 1.58127 beta: 8.997444 diff 0.0007128598 Iteration: 10 ELBO: -96484.45 tau: 1.581797 beta: 10.70369 diff 0.0006047177 Iteration: 11 ELBO: -96434.59 tau: 1.582086 beta: 12.60854 diff 0.000516832 Iteration: 12 ELBO: -96391.79 tau: 1.582201 beta: 14.70653 diff 0.0004437864 Iteration: 13 ELBO: -96354.95 tau: 1.582188 beta: 16.98842 diff 0.0003821811 Iteration: 14 ELBO: -96323.16 tau: 1.582079 beta: 19.44223 diff 0.0003299725 Iteration: 15 ELBO: -96295.63 tau: 1.581897 beta: 22.05449 diff 0.0002858225 Iteration: 16 ELBO: -96271.67 tau: 1.581662 beta: 24.81166 diff 0.0002487949 Iteration: 17 ELBO: -96250.67 tau: 1.581389 beta: 27.70137 diff 0.0002181251 Iteration: 18 ELBO: -96232.08 tau: 1.58109 beta: 30.7137 diff 0.0001931403 Iteration: 19 ELBO: -96215.4 tau: 1.580774 beta: 33.84214 diff 0.0001733098 Iteration: 20 ELBO: -96200.18 tau: 1.580452 beta: 37.08376 diff 0.0001581626 Iteration: 21 ELBO: -96186.04 tau: 1.580133 beta: 40.4387 diff 0.0001470758 Iteration: 22 ELBO: -96172.65 tau: 1.579825 beta: 43.90911 diff 0.0001391527 Iteration: 23 ELBO: -96159.83 tau: 1.579533 beta: 47.49795 diff 0.0001332768 Iteration: 24 ELBO: -96147.5 tau: 1.579259 beta: 51.20793 diff 0.0001282825 Iteration: 25 ELBO: -96135.66 tau: 1.578998 beta: 55.04038 diff 0.0001231651 Iteration: 26 ELBO: -96124.38 tau: 1.578746 beta: 58.99444 diff 0.000117255 Iteration: 27 ELBO: -96113.78 tau: 1.578495 beta: 63.06637 diff 0.0001102873 Iteration: 28 ELBO: -96103.94 tau: 1.57824 beta: 67.24929 diff 0.0001023512 After 29 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97120.56 tau: 1.60401 beta: 1.901292 diff Inf Iteration: 2 ELBO: -96209.37 tau: 1.608566 beta: 2.25738 diff 0.009382048 Iteration: 3 ELBO: -95928.66 tau: 1.615535 beta: 2.796282 diff 0.002917677 Iteration: 4 ELBO: -95743.18 tau: 1.621067 beta: 3.506629 diff 0.001933516 Iteration: 5 ELBO: -95604.79 tau: 1.624463 beta: 4.404867 diff 0.001445447 Iteration: 6 ELBO: -95494.18 tau: 1.626572 beta: 5.507071 diff 0.001156953 Iteration: 7 ELBO: -95403.24 tau: 1.627912 beta: 6.826253 diff 0.0009523042 Iteration: 8 ELBO: -95327.41 tau: 1.62875 beta: 8.371375 diff 0.00079487 Iteration: 9 ELBO: -95263.68 tau: 1.629241 beta: 10.1469 diff 0.0006684898 Iteration: 10 ELBO: -95209.92 tau: 1.629476 beta: 12.15283 diff 0.0005643296 Iteration: 11 ELBO: -95164.45 tau: 1.62952 beta: 14.38494 diff 0.0004775629 Iteration: 12 ELBO: -95125.89 tau: 1.629415 beta: 16.83527 diff 0.0004051956 Iteration: 13 ELBO: -95093.07 tau: 1.629198 beta: 19.49277 diff 0.0003450114 Iteration: 14 ELBO: -95065 tau: 1.628896 beta: 22.34412 diff 0.0002951869 Iteration: 15 ELBO: -95040.84 tau: 1.628533 beta: 25.37467 diff 0.0002541728 Iteration: 16 ELBO: -95019.87 tau: 1.628128 beta: 28.56952 diff 0.0002206673 Iteration: 17 ELBO: -95001.47 tau: 1.627698 beta: 31.91447 diff 0.000193603 Iteration: 18 ELBO: -94985.12 tau: 1.627257 beta: 35.39693 diff 0.0001721149 Iteration: 19 ELBO: -94970.35 tau: 1.626818 beta: 39.00652 diff 0.0001554959 Iteration: 20 ELBO: -94956.76 tau: 1.626393 beta: 42.73537 diff 0.0001431483 Iteration: 21 ELBO: -94943.98 tau: 1.625993 beta: 46.57811 diff 0.0001345365 Iteration: 22 ELBO: -94931.72 tau: 1.625629 beta: 50.53132 diff 0.0001291357 Iteration: 23 ELBO: -94919.72 tau: 1.62531 beta: 54.59256 diff 0.000126368 Iteration: 24 ELBO: -94907.81 tau: 1.625045 beta: 58.75878 diff 0.0001255264 Iteration: 25 ELBO: -94895.88 tau: 1.62484 beta: 63.02419 diff 0.0001257073 Iteration: 26 ELBO: -94883.94 tau: 1.624697 beta: 67.37807 diff 0.0001258004 Iteration: 27 ELBO: -94872.12 tau: 1.624611 beta: 71.80303 diff 0.0001245974 Iteration: 28 ELBO: -94860.63 tau: 1.624572 beta: 76.27453 diff 0.0001210458 Iteration: 29 ELBO: -94849.77 tau: 1.624564 beta: 80.76234 diff 0.0001145693 Iteration: 30 ELBO: -94839.78 tau: 1.624567 beta: 85.23364 diff 0.0001052805 After 31 iteration ends!
R[write to console]: Factor 8 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.329943 [SoftImpute] Iter 1: observed MAE=0.006668 rank=943 [SoftImpute] Iter 2: observed MAE=0.006578 rank=943 [SoftImpute] Iter 3: observed MAE=0.006578 rank=943 [SoftImpute] Iter 4: observed MAE=0.006579 rank=943 [SoftImpute] Iter 5: observed MAE=0.006579 rank=943 [SoftImpute] Iter 6: observed MAE=0.006579 rank=943 [SoftImpute] Iter 7: observed MAE=0.006580 rank=942 [SoftImpute] Iter 8: observed MAE=0.006580 rank=941 [SoftImpute] Iter 9: observed MAE=0.006580 rank=939 [SoftImpute] Iter 10: observed MAE=0.006580 rank=938 [SoftImpute] Iter 11: observed MAE=0.006580 rank=936 [SoftImpute] Iter 12: observed MAE=0.006580 rank=934 [SoftImpute] Iter 13: observed MAE=0.006580 rank=932 [SoftImpute] Iter 14: observed MAE=0.006580 rank=930 [SoftImpute] Iter 15: observed MAE=0.006579 rank=928 [SoftImpute] Iter 16: observed MAE=0.006579 rank=925 [SoftImpute] Iter 17: observed MAE=0.006579 rank=924 [SoftImpute] Iter 18: observed MAE=0.006578 rank=923 [SoftImpute] Iter 19: observed MAE=0.006578 rank=921 [SoftImpute] Iter 20: observed MAE=0.006578 rank=919 [SoftImpute] Iter 21: observed MAE=0.006577 rank=917 [SoftImpute] Iter 22: observed MAE=0.006577 rank=915 [SoftImpute] Iter 23: observed MAE=0.006576 rank=912 [SoftImpute] Iter 24: observed MAE=0.006575 rank=910 [SoftImpute] Iter 25: observed MAE=0.006574 rank=908 [SoftImpute] Iter 26: observed MAE=0.006574 rank=906 [SoftImpute] Iter 27: observed MAE=0.006573 rank=904 [SoftImpute] Iter 28: observed MAE=0.006572 rank=903 [SoftImpute] Iter 29: observed MAE=0.006572 rank=901 [SoftImpute] Iter 30: observed MAE=0.006571 rank=899 [SoftImpute] Iter 31: observed MAE=0.006570 rank=896 [SoftImpute] Iter 32: observed MAE=0.006569 rank=894 [SoftImpute] Iter 33: observed MAE=0.006568 rank=892 [SoftImpute] Iter 34: observed MAE=0.006567 rank=890 [SoftImpute] Iter 35: observed MAE=0.006566 rank=888 [SoftImpute] Iter 36: observed MAE=0.006565 rank=885 [SoftImpute] Iter 37: observed MAE=0.006564 rank=885 [SoftImpute] Iter 38: observed MAE=0.006563 rank=882 [SoftImpute] Iter 39: observed MAE=0.006562 rank=880 [SoftImpute] Iter 40: observed MAE=0.006561 rank=878 [SoftImpute] Iter 41: observed MAE=0.006560 rank=877 [SoftImpute] Iter 42: observed MAE=0.006559 rank=875 [SoftImpute] Iter 43: observed MAE=0.006558 rank=873 [SoftImpute] Iter 44: observed MAE=0.006557 rank=871 [SoftImpute] Iter 45: observed MAE=0.006555 rank=869 [SoftImpute] Iter 46: observed MAE=0.006554 rank=866 [SoftImpute] Iter 47: observed MAE=0.006553 rank=865 [SoftImpute] Iter 48: observed MAE=0.006552 rank=864 [SoftImpute] Iter 49: observed MAE=0.006551 rank=862 [SoftImpute] Iter 50: observed MAE=0.006549 rank=859 [SoftImpute] Iter 51: observed MAE=0.006548 rank=857 [SoftImpute] Iter 52: observed MAE=0.006547 rank=855 [SoftImpute] Iter 53: observed MAE=0.006545 rank=853 [SoftImpute] Iter 54: observed MAE=0.006544 rank=851 [SoftImpute] Iter 55: observed MAE=0.006542 rank=848 [SoftImpute] Iter 56: observed MAE=0.006541 rank=847 [SoftImpute] Iter 57: observed MAE=0.006540 rank=846 [SoftImpute] Iter 58: observed MAE=0.006538 rank=844 [SoftImpute] Iter 59: observed MAE=0.006537 rank=843 [SoftImpute] Iter 60: observed MAE=0.006536 rank=841 [SoftImpute] Iter 61: observed MAE=0.006534 rank=838 [SoftImpute] Iter 62: observed MAE=0.006533 rank=836 [SoftImpute] Iter 63: observed MAE=0.006531 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1475 missing, elapsed time: 4.084 Imputing row 101/943 with 1625 missing, elapsed time: 5.574 Imputing row 201/943 with 1381 missing, elapsed time: 7.085 Imputing row 301/943 with 1460 missing, elapsed time: 8.565 Imputing row 401/943 with 1557 missing, elapsed time: 10.032 Imputing row 501/943 with 1623 missing, elapsed time: 11.508 Imputing row 601/943 with 1567 missing, elapsed time: 13.004 Imputing row 701/943 with 1653 missing, elapsed time: 14.496 Imputing row 801/943 with 1661 missing, elapsed time: 16.003 Imputing row 901/943 with 1589 missing, elapsed time: 17.489 [KNN] Warning: 40863/1586126 still missing after imputation, replacing with 0 ########### perturbation 44 start ############ Preprocessing data... 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sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215811.6 tau: 0.08793287 beta: 0.06100181 diff Inf Iteration: 2 ELBO: -129979.6 tau: 0.7183677 beta: 0.1015008 diff 0.3977173 Iteration: 3 ELBO: -114780.1 tau: 1.097146 beta: 0.3897834 diff 0.1169377 Iteration: 4 ELBO: -113022.5 tau: 1.152361 beta: 0.7912397 diff 0.01531227 Iteration: 5 ELBO: -112638.7 tau: 1.161618 beta: 1.056522 diff 0.00339563 Iteration: 6 ELBO: -112556.7 tau: 1.162834 beta: 1.203234 diff 0.0007288044 Iteration: 7 ELBO: -112539.3 tau: 1.162713 beta: 1.27988 diff 0.0001541405 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108570.6 tau: 1.201861 beta: 1.878857 diff Inf Iteration: 2 ELBO: -107644.2 tau: 1.207428 beta: 2.159667 diff 0.008532492 Iteration: 3 ELBO: -107296.2 tau: 1.215884 beta: 2.571941 diff 0.003232963 Iteration: 4 ELBO: -106995 tau: 1.225386 beta: 3.096347 diff 0.002807158 Iteration: 5 ELBO: -106685.1 tau: 1.2355 beta: 3.737499 diff 0.002896647 Iteration: 6 ELBO: -106336.6 tau: 1.247329 beta: 4.464794 diff 0.003266298 Iteration: 7 ELBO: -105997.3 tau: 1.259451 beta: 5.236346 diff 0.003191214 Iteration: 8 ELBO: -105752.1 tau: 1.26828 beta: 6.060712 diff 0.002313203 Iteration: 9 ELBO: -105606.3 tau: 1.273141 beta: 6.950063 diff 0.001378778 Iteration: 10 ELBO: -105523 tau: 1.275424 beta: 7.891827 diff 0.0007890716 Iteration: 11 ELBO: -105472.4 tau: 1.276378 beta: 8.871545 diff 0.0004792591 Iteration: 12 ELBO: -105438.3 tau: 1.276719 beta: 9.880408 diff 0.0003229913 Iteration: 13 ELBO: -105413.1 tau: 1.276789 beta: 10.91237 diff 0.0002390589 Iteration: 14 ELBO: -105393.3 tau: 1.276739 beta: 11.96157 diff 0.0001881694 Iteration: 15 ELBO: -105377.1 tau: 1.276635 beta: 13.02139 diff 0.000153265 Iteration: 16 ELBO: -105363.8 tau: 1.276505 beta: 14.08436 diff 0.0001269682 Iteration: 17 ELBO: -105352.6 tau: 1.276365 beta: 15.14257 diff 0.0001059426 After 18 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105228.4 tau: 1.307459 beta: 1.878747 diff Inf Iteration: 2 ELBO: -104252.8 tau: 1.314482 beta: 2.156743 diff 0.009271545 Iteration: 3 ELBO: -103884.9 tau: 1.325499 beta: 2.547724 diff 0.003529303 Iteration: 4 ELBO: -103636 tau: 1.334362 beta: 3.05158 diff 0.002395538 Iteration: 5 ELBO: -103459 tau: 1.339981 beta: 3.684528 diff 0.00170813 Iteration: 6 ELBO: -103324.1 tau: 1.343564 beta: 4.455131 diff 0.001303766 Iteration: 7 ELBO: -103217.2 tau: 1.345881 beta: 5.370003 diff 0.001034712 Iteration: 8 ELBO: -103130.4 tau: 1.347361 beta: 6.43547 diff 0.0008404698 Iteration: 9 ELBO: -103059.2 tau: 1.348267 beta: 7.65638 diff 0.0006911657 Iteration: 10 ELBO: -103000.3 tau: 1.348757 beta: 9.035845 diff 0.0005712295 Iteration: 11 ELBO: -102951.2 tau: 1.348957 beta: 10.5734 diff 0.0004766141 Iteration: 12 ELBO: -102909.7 tau: 1.348972 beta: 12.26268 diff 0.0004027758 Iteration: 13 ELBO: -102874.5 tau: 1.348877 beta: 14.0907 diff 0.000342561 Iteration: 14 ELBO: -102844.7 tau: 1.34871 beta: 16.03988 diff 0.0002898574 Iteration: 15 ELBO: -102819.8 tau: 1.348481 beta: 18.09144 diff 0.0002421687 Iteration: 16 ELBO: -102799.1 tau: 1.348196 beta: 20.22676 diff 0.0002007212 Iteration: 17 ELBO: -102782 tau: 1.347874 beta: 22.42729 diff 0.0001667009 Iteration: 18 ELBO: -102767.7 tau: 1.347532 beta: 24.67481 diff 0.0001394119 Iteration: 19 ELBO: -102755.6 tau: 1.347185 beta: 26.95163 diff 0.0001173833 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103242.8 tau: 1.374558 beta: 1.86715 diff Inf Iteration: 2 ELBO: -102302.8 tau: 1.380211 beta: 2.180736 diff 0.009104169 Iteration: 3 ELBO: -101984.9 tau: 1.388895 beta: 2.641931 diff 0.003107795 Iteration: 4 ELBO: -101775.9 tau: 1.395875 beta: 3.233703 diff 0.002049273 Iteration: 5 ELBO: -101625.6 tau: 1.400179 beta: 3.967239 diff 0.001476861 Iteration: 6 ELBO: -101508.3 tau: 1.40288 beta: 4.854092 diff 0.001153979 Iteration: 7 ELBO: -101413.2 tau: 1.404643 beta: 5.902855 diff 0.0009366211 Iteration: 8 ELBO: -101334.8 tau: 1.405804 beta: 7.119096 diff 0.0007732986 Iteration: 9 ELBO: -101270 tau: 1.40652 beta: 8.506576 diff 0.0006396692 Iteration: 10 ELBO: -101216.4 tau: 1.40688 beta: 10.06724 diff 0.0005290305 Iteration: 11 ELBO: -101171.9 tau: 1.406972 beta: 11.79994 diff 0.0004402066 Iteration: 12 ELBO: -101134.4 tau: 1.40688 beta: 13.69951 diff 0.0003702157 Iteration: 13 ELBO: -101102.6 tau: 1.406672 beta: 15.75658 diff 0.0003145976 Iteration: 14 ELBO: -101075.3 tau: 1.406396 beta: 17.95787 diff 0.0002694366 Iteration: 15 ELBO: -101051.9 tau: 1.406084 beta: 20.28671 diff 0.0002319684 Iteration: 16 ELBO: -101031.7 tau: 1.405753 beta: 22.72387 diff 0.000200374 Iteration: 17 ELBO: -101014.1 tau: 1.405414 beta: 25.24873 diff 0.0001734724 Iteration: 18 ELBO: -100998.9 tau: 1.405073 beta: 27.84046 diff 0.00015048 Iteration: 19 ELBO: -100985.7 tau: 1.404735 beta: 30.47905 diff 0.0001308302 Iteration: 20 ELBO: -100974.2 tau: 1.404403 beta: 33.14583 diff 0.0001140566 After 21 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101642.4 tau: 1.431303 beta: 1.864835 diff Inf Iteration: 2 ELBO: -100684.4 tau: 1.438684 beta: 2.160162 diff 0.009424676 Iteration: 3 ELBO: -100334.2 tau: 1.449265 beta: 2.599857 diff 0.003478197 Iteration: 4 ELBO: -100097.4 tau: 1.45784 beta: 3.172948 diff 0.002360449 Iteration: 5 ELBO: -99934.29 tau: 1.462911 beta: 3.887761 diff 0.00162947 Iteration: 6 ELBO: -99813.2 tau: 1.46583 beta: 4.747319 diff 0.00121168 Iteration: 7 ELBO: -99717.72 tau: 1.467593 beta: 5.752759 diff 0.0009565445 Iteration: 8 ELBO: -99640.14 tau: 1.468682 beta: 6.907265 diff 0.0007780088 Iteration: 9 ELBO: -99576.35 tau: 1.469312 beta: 8.215996 diff 0.00064024 Iteration: 10 ELBO: -99523.35 tau: 1.469615 beta: 9.683472 diff 0.0005322808 Iteration: 11 ELBO: -99478.76 tau: 1.469695 beta: 11.31119 diff 0.0004479531 Iteration: 12 ELBO: -99440.76 tau: 1.469635 beta: 13.0958 diff 0.0003820665 Iteration: 13 ELBO: -99407.89 tau: 1.469503 beta: 15.02676 diff 0.0003305031 Iteration: 14 ELBO: -99379.16 tau: 1.469355 beta: 17.08467 diff 0.0002890058 Iteration: 15 ELBO: -99354.15 tau: 1.469207 beta: 19.2472 diff 0.0002516309 Iteration: 16 ELBO: -99332.78 tau: 1.469032 beta: 21.49786 diff 0.0002151549 Iteration: 17 ELBO: -99314.62 tau: 1.468816 beta: 23.82192 diff 0.0001828173 Iteration: 18 ELBO: -99299.06 tau: 1.468574 beta: 26.20092 diff 0.0001566864 Iteration: 19 ELBO: -99285.57 tau: 1.468328 beta: 28.613 diff 0.0001358527 Iteration: 20 ELBO: -99273.76 tau: 1.468093 beta: 31.03437 diff 0.0001189282 Iteration: 21 ELBO: -99263.37 tau: 1.46788 beta: 33.44083 diff 0.0001046277 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99902.91 tau: 1.496705 beta: 1.848362 diff Inf Iteration: 2 ELBO: -98960.41 tau: 1.502607 beta: 2.161743 diff 0.00943418 Iteration: 3 ELBO: -98648.69 tau: 1.511174 beta: 2.634136 diff 0.003149958 Iteration: 4 ELBO: -98450.94 tau: 1.517467 beta: 3.26323 diff 0.002004528 Iteration: 5 ELBO: -98312.66 tau: 1.520816 beta: 4.064918 diff 0.001404617 Iteration: 6 ELBO: -98204.21 tau: 1.522686 beta: 5.048891 diff 0.001103093 Iteration: 7 ELBO: -98113.8 tau: 1.523884 beta: 6.221875 diff 0.0009205763 Iteration: 8 ELBO: -98036.22 tau: 1.524751 beta: 7.586541 diff 0.000790718 Iteration: 9 ELBO: -97968.78 tau: 1.525445 beta: 9.13929 diff 0.0006879397 Iteration: 10 ELBO: -97910.11 tau: 1.526031 beta: 10.86967 diff 0.0005988313 Iteration: 11 ELBO: -97859.52 tau: 1.526514 beta: 12.76262 diff 0.0005166959 Iteration: 12 ELBO: -97816.33 tau: 1.526878 beta: 14.80125 diff 0.0004414005 Iteration: 13 ELBO: -97779.55 tau: 1.527126 beta: 16.96675 diff 0.0003759518 Iteration: 14 ELBO: -97748.16 tau: 1.527277 beta: 19.23813 diff 0.0003210321 Iteration: 15 ELBO: -97721.27 tau: 1.527354 beta: 21.59328 diff 0.0002751215 Iteration: 16 ELBO: -97698.18 tau: 1.527371 beta: 24.01086 diff 0.0002363304 Iteration: 17 ELBO: -97678.33 tau: 1.527335 beta: 26.47206 diff 0.0002031242 Iteration: 18 ELBO: -97661.29 tau: 1.527252 beta: 28.96175 diff 0.0001744683 Iteration: 19 ELBO: -97646.66 tau: 1.527121 beta: 31.46875 diff 0.0001497619 Iteration: 20 ELBO: -97634.1 tau: 1.526948 beta: 33.98527 diff 0.0001286624 Iteration: 21 ELBO: -97623.27 tau: 1.526737 beta: 36.50606 diff 0.0001108984 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98355.52 tau: 1.555588 beta: 1.878918 diff Inf Iteration: 2 ELBO: -97440.18 tau: 1.560583 beta: 2.222364 diff 0.009306457 Iteration: 3 ELBO: -97165.46 tau: 1.566933 beta: 2.757936 diff 0.002819368 Iteration: 4 ELBO: -96986.67 tau: 1.571821 beta: 3.469781 diff 0.001840047 Iteration: 5 ELBO: -96853.72 tau: 1.5747 beta: 4.373227 diff 0.001370801 Iteration: 6 ELBO: -96746.14 tau: 1.576421 beta: 5.488844 diff 0.001110667 Iteration: 7 ELBO: -96655.59 tau: 1.577514 beta: 6.836609 diff 0.0009360355 Iteration: 8 ELBO: -96578.02 tau: 1.578232 beta: 8.433252 diff 0.0008025086 Iteration: 9 ELBO: -96511.06 tau: 1.578704 beta: 10.29053 diff 0.000693312 Iteration: 10 ELBO: -96453.05 tau: 1.579005 beta: 12.41412 diff 0.0006010866 Iteration: 11 ELBO: -96402.71 tau: 1.579181 beta: 14.80316 diff 0.0005218732 Iteration: 12 ELBO: -96359.02 tau: 1.579262 beta: 17.45064 diff 0.0004532672 Iteration: 13 ELBO: -96321.06 tau: 1.579268 beta: 20.34411 diff 0.0003939358 Iteration: 14 ELBO: -96288 tau: 1.579215 beta: 23.46625 diff 0.0003431646 Iteration: 15 ELBO: -96259.09 tau: 1.579116 beta: 26.7956 diff 0.0003002688 Iteration: 16 ELBO: -96233.64 tau: 1.578985 beta: 30.30773 diff 0.0002643858 Iteration: 17 ELBO: -96211.06 tau: 1.578833 beta: 33.97667 diff 0.0002346218 Iteration: 18 ELBO: -96190.84 tau: 1.578671 beta: 37.77644 diff 0.000210199 Iteration: 19 ELBO: -96172.52 tau: 1.578507 beta: 41.68207 diff 0.0001904944 Iteration: 20 ELBO: -96155.68 tau: 1.578351 beta: 45.67032 diff 0.0001750179 Iteration: 21 ELBO: -96139.98 tau: 1.578215 beta: 49.71988 diff 0.0001633589 Iteration: 22 ELBO: -96125.07 tau: 1.578111 beta: 53.81134 diff 0.0001550954 Iteration: 23 ELBO: -96110.68 tau: 1.578049 beta: 57.92705 diff 0.0001496799 Iteration: 24 ELBO: -96096.61 tau: 1.57804 beta: 62.05104 diff 0.0001463243 Iteration: 25 ELBO: -96082.79 tau: 1.578088 beta: 66.16918 diff 0.0001438986 Iteration: 26 ELBO: -96069.25 tau: 1.578188 beta: 70.26959 diff 0.0001408941 Iteration: 27 ELBO: -96056.22 tau: 1.578328 beta: 74.34326 diff 0.0001355951 Iteration: 28 ELBO: -96044.06 tau: 1.578479 beta: 78.3847 diff 0.0001266126 Iteration: 29 ELBO: -96033.15 tau: 1.578609 beta: 82.3916 diff 0.0001136382 After 30 iteration ends!
R[write to console]: Factor 7 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.534014 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006570 rank=943 [SoftImpute] Iter 3: observed MAE=0.006570 rank=943 [SoftImpute] Iter 4: observed MAE=0.006571 rank=943 [SoftImpute] Iter 5: observed MAE=0.006571 rank=943 [SoftImpute] Iter 6: observed MAE=0.006572 rank=943 [SoftImpute] Iter 7: observed MAE=0.006572 rank=942 [SoftImpute] Iter 8: observed MAE=0.006572 rank=940 [SoftImpute] Iter 9: observed MAE=0.006572 rank=938 [SoftImpute] Iter 10: observed MAE=0.006572 rank=937 [SoftImpute] Iter 11: observed MAE=0.006572 rank=934 [SoftImpute] Iter 12: observed MAE=0.006572 rank=933 [SoftImpute] Iter 13: observed MAE=0.006572 rank=932 [SoftImpute] Iter 14: observed MAE=0.006572 rank=929 [SoftImpute] Iter 15: observed MAE=0.006572 rank=928 [SoftImpute] Iter 16: observed MAE=0.006571 rank=927 [SoftImpute] Iter 17: observed MAE=0.006571 rank=924 [SoftImpute] Iter 18: observed MAE=0.006571 rank=923 [SoftImpute] Iter 19: observed MAE=0.006570 rank=920 [SoftImpute] Iter 20: observed MAE=0.006570 rank=918 [SoftImpute] Iter 21: observed MAE=0.006569 rank=915 [SoftImpute] Iter 22: observed MAE=0.006568 rank=913 [SoftImpute] Iter 23: observed MAE=0.006568 rank=912 [SoftImpute] Iter 24: observed MAE=0.006567 rank=911 [SoftImpute] Iter 25: observed MAE=0.006567 rank=909 [SoftImpute] Iter 26: observed MAE=0.006566 rank=907 [SoftImpute] Iter 27: observed MAE=0.006565 rank=904 [SoftImpute] Iter 28: observed MAE=0.006565 rank=902 [SoftImpute] Iter 29: observed MAE=0.006564 rank=900 [SoftImpute] Iter 30: observed MAE=0.006563 rank=898 [SoftImpute] Iter 31: observed MAE=0.006562 rank=895 [SoftImpute] Iter 32: observed MAE=0.006561 rank=893 [SoftImpute] Iter 33: observed MAE=0.006560 rank=892 [SoftImpute] Iter 34: observed MAE=0.006559 rank=889 [SoftImpute] Iter 35: observed MAE=0.006558 rank=887 [SoftImpute] Iter 36: observed MAE=0.006557 rank=885 [SoftImpute] Iter 37: observed MAE=0.006556 rank=883 [SoftImpute] Iter 38: observed MAE=0.006555 rank=882 [SoftImpute] Iter 39: observed MAE=0.006554 rank=879 [SoftImpute] Iter 40: observed MAE=0.006553 rank=878 [SoftImpute] Iter 41: observed MAE=0.006552 rank=876 [SoftImpute] Iter 42: observed MAE=0.006551 rank=874 [SoftImpute] Iter 43: observed MAE=0.006549 rank=872 [SoftImpute] Iter 44: observed MAE=0.006548 rank=869 [SoftImpute] Iter 45: observed MAE=0.006547 rank=867 [SoftImpute] Iter 46: observed MAE=0.006546 rank=865 [SoftImpute] Iter 47: observed MAE=0.006544 rank=864 [SoftImpute] Iter 48: observed MAE=0.006543 rank=860 [SoftImpute] Iter 49: observed MAE=0.006542 rank=859 [SoftImpute] Iter 50: observed MAE=0.006540 rank=857 [SoftImpute] Iter 51: observed MAE=0.006539 rank=855 [SoftImpute] Iter 52: observed MAE=0.006538 rank=854 [SoftImpute] Iter 53: observed MAE=0.006537 rank=852 [SoftImpute] Iter 54: observed MAE=0.006535 rank=850 [SoftImpute] Iter 55: observed MAE=0.006534 rank=848 [SoftImpute] Iter 56: observed MAE=0.006533 rank=847 [SoftImpute] Iter 57: observed MAE=0.006532 rank=845 [SoftImpute] Iter 58: observed MAE=0.006530 rank=843 [SoftImpute] Iter 59: observed MAE=0.006529 rank=841 [SoftImpute] Iter 60: observed MAE=0.006528 rank=839 [SoftImpute] Iter 61: observed MAE=0.006526 rank=837 [SoftImpute] Iter 62: observed MAE=0.006525 rank=835 [SoftImpute] Iter 63: observed MAE=0.006523 rank=834 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1480 missing, elapsed time: 4.068 Imputing row 101/943 with 1625 missing, elapsed time: 5.556 Imputing row 201/943 with 1381 missing, elapsed time: 7.061 Imputing row 301/943 with 1454 missing, elapsed time: 8.606 Imputing row 401/943 with 1559 missing, elapsed time: 10.130 Imputing row 501/943 with 1621 missing, elapsed time: 11.623 Imputing row 601/943 with 1563 missing, elapsed time: 13.116 Imputing row 701/943 with 1658 missing, elapsed time: 14.614 Imputing row 801/943 with 1660 missing, elapsed time: 16.122 Imputing row 901/943 with 1580 missing, elapsed time: 17.608 [KNN] Warning: 35714/1586126 still missing after imputation, replacing with 0 ########### perturbation 45 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 0.0 sec Epoch 36/1000 | took 0.0 sec Epoch 37/1000 | took 0.0 sec Epoch 38/1000 | took 0.0 sec Epoch 39/1000 | took 0.0 sec Epoch 40/1000 | took 0.0 sec Epoch 41/1000 | took 0.0 sec Epoch 42/1000 | took 0.0 sec Epoch 43/1000 | took 0.0 sec Epoch 44/1000 | took 0.0 sec Epoch 45/1000 | took 0.0 sec Epoch 46/1000 | took 0.0 sec Epoch 47/1000 | took 0.0 sec Epoch 48/1000 | took 0.0 sec Epoch 49/1000 | took 0.0 sec Epoch 50/1000 | took 0.0 sec Epoch 51/1000 | took 0.0 sec Epoch 52/1000 | took 0.0 sec Epoch 53/1000 | took 0.0 sec Epoch 54/1000 | took 0.0 sec Epoch 55/1000 | took 0.0 sec Epoch 56/1000 | took 0.0 sec Epoch 57/1000 | took 0.0 sec Epoch 58/1000 | took 0.0 sec Epoch 59/1000 | took 0.0 sec Epoch 60/1000 | took 0.0 sec Epoch 61/1000 | took 0.0 sec Epoch 62/1000 | took 0.0 sec Epoch 63/1000 | took 0.0 sec Epoch 64/1000 | took 0.0 sec Epoch 65/1000 | took 0.0 sec Epoch 66/1000 | took 0.0 sec Epoch 67/1000 | took 0.0 sec Epoch 68/1000 | took 0.0 sec Epoch 69/1000 | took 0.0 sec Epoch 70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216177 tau: 0.08704858 beta: 0.06280527 diff Inf Iteration: 2 ELBO: -130699.3 tau: 0.7056197 beta: 0.1004428 diff 0.3954062 Iteration: 3 ELBO: -115002.4 tau: 1.090856 beta: 0.382993 diff 0.1200987 Iteration: 4 ELBO: -113026.6 tau: 1.15234 beta: 0.7861082 diff 0.01718117 Iteration: 5 ELBO: -112586.2 tau: 1.163282 beta: 1.056128 diff 0.003896215 Iteration: 6 ELBO: -112491.6 tau: 1.164839 beta: 1.207197 diff 0.0008398342 Iteration: 7 ELBO: -112471.8 tau: 1.164766 beta: 1.286853 diff 0.000176696 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108494.3 tau: 1.204603 beta: 1.852429 diff Inf Iteration: 2 ELBO: -107528.6 tau: 1.212184 beta: 2.088014 diff 0.008901691 Iteration: 3 ELBO: -107074.8 tau: 1.225262 beta: 2.409841 diff 0.004220271 Iteration: 4 ELBO: -106586 tau: 1.242806 beta: 2.779438 diff 0.004565112 Iteration: 5 ELBO: -106116.4 tau: 1.260069 beta: 3.245857 diff 0.004405271 Iteration: 6 ELBO: -105806 tau: 1.271201 beta: 3.830278 diff 0.002925528 Iteration: 7 ELBO: -105640.3 tau: 1.276436 beta: 4.502919 diff 0.001565569 Iteration: 8 ELBO: -105550 tau: 1.278517 beta: 5.237247 diff 0.0008547546 Iteration: 9 ELBO: -105492.6 tau: 1.279278 beta: 6.019908 diff 0.0005438509 Iteration: 10 ELBO: -105450.3 tau: 1.279533 beta: 6.845158 diff 0.0004012891 Iteration: 11 ELBO: -105416.2 tau: 1.279588 beta: 7.710299 diff 0.0003232947 Iteration: 12 ELBO: -105387.6 tau: 1.279557 beta: 8.613143 diff 0.0002716282 Iteration: 13 ELBO: -105363.1 tau: 1.279483 beta: 9.550611 diff 0.0002322976 Iteration: 14 ELBO: -105342 tau: 1.279384 beta: 10.51813 diff 0.0001998264 Iteration: 15 ELBO: -105323.9 tau: 1.27927 beta: 11.50959 diff 0.0001718936 Iteration: 16 ELBO: -105308.4 tau: 1.279145 beta: 12.5177 diff 0.0001474393 Iteration: 17 ELBO: -105295.1 tau: 1.279013 beta: 13.53438 diff 0.0001259294 Iteration: 18 ELBO: -105283.9 tau: 1.278877 beta: 14.55123 diff 0.0001070452 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105153 tau: 1.309815 beta: 1.888016 diff Inf Iteration: 2 ELBO: -104197.5 tau: 1.315862 beta: 2.180459 diff 0.00908751 Iteration: 3 ELBO: -103854.7 tau: 1.325412 beta: 2.594966 diff 0.00328995 Iteration: 4 ELBO: -103608.5 tau: 1.333796 beta: 3.126307 diff 0.002370125 Iteration: 5 ELBO: -103426.2 tau: 1.33943 beta: 3.793424 diff 0.001759652 Iteration: 6 ELBO: -103282.4 tau: 1.343303 beta: 4.605305 diff 0.001390484 Iteration: 7 ELBO: -103163.5 tau: 1.346152 beta: 5.567522 diff 0.00115113 Iteration: 8 ELBO: -103063 tau: 1.348342 beta: 6.682216 diff 0.000973713 Iteration: 9 ELBO: -102978.3 tau: 1.350031 beta: 7.946545 diff 0.0008222002 Iteration: 10 ELBO: -102908.5 tau: 1.351257 beta: 9.353194 diff 0.0006778328 Iteration: 11 ELBO: -102852.9 tau: 1.352025 beta: 10.89277 diff 0.0005401105 Iteration: 12 ELBO: -102809.5 tau: 1.352393 beta: 12.55483 diff 0.000422064 Iteration: 13 ELBO: -102775.4 tau: 1.352466 beta: 14.32788 diff 0.0003312835 Iteration: 14 ELBO: -102748.3 tau: 1.352349 beta: 16.19956 diff 0.0002646199 Iteration: 15 ELBO: -102726.1 tau: 1.352117 beta: 18.15678 diff 0.0002152587 Iteration: 16 ELBO: -102707.9 tau: 1.351818 beta: 20.18589 diff 0.0001775827 Iteration: 17 ELBO: -102692.7 tau: 1.351482 beta: 22.27276 diff 0.0001479352 Iteration: 18 ELBO: -102680 tau: 1.351128 beta: 24.40304 diff 0.000124054 Iteration: 19 ELBO: -102669.2 tau: 1.350765 beta: 26.56243 diff 0.0001045012 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103129.1 tau: 1.378641 beta: 1.863675 diff Inf Iteration: 2 ELBO: -102172.9 tau: 1.385461 beta: 2.158963 diff 0.009271802 Iteration: 3 ELBO: -101850.4 tau: 1.394805 beta: 2.593277 diff 0.003157225 Iteration: 4 ELBO: -101649.4 tau: 1.401524 beta: 3.155687 diff 0.001973383 Iteration: 5 ELBO: -101509.4 tau: 1.405249 beta: 3.858198 diff 0.00137721 Iteration: 6 ELBO: -101398.1 tau: 1.407525 beta: 4.710471 diff 0.001096179 Iteration: 7 ELBO: -101303.2 tau: 1.409144 beta: 5.721909 diff 0.0009362042 Iteration: 8 ELBO: -101219.5 tau: 1.41042 beta: 6.900647 diff 0.00082593 Iteration: 9 ELBO: -101144.6 tau: 1.411495 beta: 8.250339 diff 0.0007399588 Iteration: 10 ELBO: -101076.9 tau: 1.412457 beta: 9.767263 diff 0.0006695325 Iteration: 11 ELBO: -101015.1 tau: 1.413377 beta: 11.4383 diff 0.0006112524 Iteration: 12 ELBO: -100958.6 tau: 1.414298 beta: 13.24099 diff 0.000559879 Iteration: 13 ELBO: -100907.1 tau: 1.415225 beta: 15.14638 diff 0.0005094677 Iteration: 14 ELBO: -100861 tau: 1.416134 beta: 17.1224 diff 0.0004575087 Iteration: 15 ELBO: -100820.3 tau: 1.416987 beta: 19.13731 diff 0.0004028492 Iteration: 16 ELBO: -100785.8 tau: 1.417719 beta: 21.16698 diff 0.0003424644 Iteration: 17 ELBO: -100757.7 tau: 1.418264 beta: 23.19695 diff 0.0002791725 Iteration: 18 ELBO: -100735.3 tau: 1.418611 beta: 25.21561 diff 0.0002221571 Iteration: 19 ELBO: -100717.6 tau: 1.418798 beta: 27.21146 diff 0.0001757614 Iteration: 20 ELBO: -100703.5 tau: 1.418867 beta: 29.1744 diff 0.0001393181 Iteration: 21 ELBO: -100692.4 tau: 1.418853 beta: 31.09643 diff 0.0001109477 After 22 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101151.3 tau: 1.449844 beta: 1.82649 diff Inf Iteration: 2 ELBO: -100190.3 tau: 1.458366 beta: 2.083516 diff 0.009500652 Iteration: 3 ELBO: -99884.89 tau: 1.467014 beta: 2.486514 diff 0.00304803 Iteration: 4 ELBO: -99684.02 tau: 1.473589 beta: 3.015695 diff 0.002011032 Iteration: 5 ELBO: -99538.63 tau: 1.47767 beta: 3.680407 diff 0.001458497 Iteration: 6 ELBO: -99427.02 tau: 1.480081 beta: 4.492089 diff 0.001121334 Iteration: 7 ELBO: -99337.35 tau: 1.481487 beta: 5.459827 diff 0.0009018754 Iteration: 8 ELBO: -99263.13 tau: 1.482289 beta: 6.590434 diff 0.0007470576 Iteration: 9 ELBO: -99200.79 tau: 1.482697 beta: 7.889723 diff 0.0006281206 Iteration: 10 ELBO: -99147.85 tau: 1.482836 beta: 9.361959 diff 0.0005335739 Iteration: 11 ELBO: -99102.54 tau: 1.482795 beta: 11.00879 diff 0.0004570257 Iteration: 12 ELBO: -99063.54 tau: 1.482633 beta: 12.82879 diff 0.0003935129 Iteration: 13 ELBO: -99029.88 tau: 1.482389 beta: 14.81728 diff 0.0003398429 Iteration: 14 ELBO: -99000.76 tau: 1.482088 beta: 16.96635 diff 0.0002939939 Iteration: 15 ELBO: -98975.56 tau: 1.481751 beta: 19.26495 diff 0.0002545648 Iteration: 16 ELBO: -98953.74 tau: 1.48139 beta: 21.6992 diff 0.0002204898 Iteration: 17 ELBO: -98934.85 tau: 1.481017 beta: 24.25278 diff 0.0001909149 Iteration: 18 ELBO: -98918.51 tau: 1.480638 beta: 26.90751 diff 0.0001651475 Iteration: 19 ELBO: -98904.4 tau: 1.480258 beta: 29.64388 diff 0.0001426298 Iteration: 20 ELBO: -98892.24 tau: 1.479882 beta: 32.44175 diff 0.0001229176 Iteration: 21 ELBO: -98881.79 tau: 1.47951 beta: 35.28101 diff 0.0001056593 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99616.83 tau: 1.50829 beta: 1.816316 diff Inf Iteration: 2 ELBO: -98668.54 tau: 1.514975 beta: 2.106669 diff 0.009519314 Iteration: 3 ELBO: -98376.69 tau: 1.522593 beta: 2.56159 diff 0.002957943 Iteration: 4 ELBO: -98192.9 tau: 1.527936 beta: 3.17182 diff 0.001868199 Iteration: 5 ELBO: -98058.78 tau: 1.530902 beta: 3.953619 diff 0.001365904 Iteration: 6 ELBO: -97951.97 tau: 1.53256 beta: 4.923945 diff 0.001089275 Iteration: 7 ELBO: -97863.16 tau: 1.533509 beta: 6.098035 diff 0.0009066544 Iteration: 8 ELBO: -97787.68 tau: 1.534056 beta: 7.487095 diff 0.0007712833 Iteration: 9 ELBO: -97723.13 tau: 1.534341 beta: 9.098324 diff 0.0006600977 Iteration: 10 ELBO: -97667.93 tau: 1.534427 beta: 10.93691 diff 0.0005648474 Iteration: 11 ELBO: -97620.6 tau: 1.53436 beta: 13.00586 diff 0.0004846017 Iteration: 12 ELBO: -97579.83 tau: 1.534178 beta: 15.30499 diff 0.000417673 Iteration: 13 ELBO: -97544.53 tau: 1.533913 beta: 17.83032 diff 0.0003617068 Iteration: 14 ELBO: -97513.84 tau: 1.533589 beta: 20.57409 diff 0.0003146462 Iteration: 15 ELBO: -97487.03 tau: 1.533225 beta: 23.52513 diff 0.0002749173 Iteration: 16 ELBO: -97463.5 tau: 1.532836 beta: 26.6695 diff 0.0002413881 Iteration: 17 ELBO: -97442.72 tau: 1.532435 beta: 29.99111 diff 0.0002132032 Iteration: 18 ELBO: -97424.24 tau: 1.532034 beta: 33.47231 diff 0.0001896213 Iteration: 19 ELBO: -97407.69 tau: 1.531641 beta: 37.09427 diff 0.0001699255 Iteration: 20 ELBO: -97392.74 tau: 1.531265 beta: 40.8375 diff 0.0001534086 Iteration: 21 ELBO: -97379.17 tau: 1.53091 beta: 44.68239 diff 0.0001394149 Iteration: 22 ELBO: -97366.76 tau: 1.530578 beta: 48.60989 diff 0.0001274043 Iteration: 23 ELBO: -97355.37 tau: 1.53027 beta: 52.60235 diff 0.0001169979 Iteration: 24 ELBO: -97344.85 tau: 1.529984 beta: 56.64398 diff 0.0001079742 Iteration: 25 ELBO: -97335.1 tau: 1.529718 beta: 60.72112 diff 0.000100217 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98347.04 tau: 1.5569 beta: 1.83688 diff Inf Iteration: 2 ELBO: -97413.75 tau: 1.563762 beta: 2.133076 diff 0.00948975 Iteration: 3 ELBO: -97132.43 tau: 1.570784 beta: 2.607032 diff 0.00288786 Iteration: 4 ELBO: -96950.84 tau: 1.575881 beta: 3.244008 diff 0.001869518 Iteration: 5 ELBO: -96813.35 tau: 1.579018 beta: 4.051347 diff 0.001418115 Iteration: 6 ELBO: -96699.07 tau: 1.581204 beta: 5.035055 diff 0.00118043 Iteration: 7 ELBO: -96601 tau: 1.582908 beta: 6.199614 diff 0.001014155 Iteration: 8 ELBO: -96516.68 tau: 1.584254 beta: 7.551128 diff 0.0008729334 Iteration: 9 ELBO: -96444.64 tau: 1.585267 beta: 9.097109 diff 0.0007463216 Iteration: 10 ELBO: -96383.48 tau: 1.585975 beta: 10.84299 diff 0.0006341713 Iteration: 11 ELBO: -96331.77 tau: 1.586414 beta: 12.79159 diff 0.0005365027 Iteration: 12 ELBO: -96288.04 tau: 1.586617 beta: 14.94402 diff 0.0004539186 Iteration: 13 ELBO: -96250.84 tau: 1.586629 beta: 17.29943 diff 0.0003863789 Iteration: 14 ELBO: -96218.9 tau: 1.586498 beta: 19.85458 diff 0.0003318335 Iteration: 15 ELBO: -96191.24 tau: 1.586266 beta: 22.60377 diff 0.0002874565 Iteration: 16 ELBO: -96167.12 tau: 1.585965 beta: 25.53906 diff 0.0002507624 Iteration: 17 ELBO: -96145.98 tau: 1.585618 beta: 28.65058 diff 0.0002198786 Iteration: 18 ELBO: -96127.37 tau: 1.585238 beta: 31.92687 diff 0.0001934735 Iteration: 19 ELBO: -96110.97 tau: 1.584838 beta: 35.35519 diff 0.0001706141 Iteration: 20 ELBO: -96096.5 tau: 1.584424 beta: 38.9219 diff 0.0001506435 Iteration: 21 ELBO: -96083.71 tau: 1.584001 beta: 42.61282 diff 0.0001330926 Iteration: 22 ELBO: -96072.4 tau: 1.583572 beta: 46.41369 diff 0.0001176189 Iteration: 23 ELBO: -96062.42 tau: 1.583141 beta: 50.31055 diff 0.0001039639 After 24 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -96963.37 tau: 1.610132 beta: 1.909264 diff Inf Iteration: 2 ELBO: -96039.51 tau: 1.615309 beta: 2.265943 diff 0.009527979 Iteration: 3 ELBO: -95734.06 tau: 1.624131 beta: 2.789311 diff 0.003180372 Iteration: 4 ELBO: -95529.14 tau: 1.631416 beta: 3.466423 diff 0.002140543 Iteration: 5 ELBO: -95381.13 tau: 1.635796 beta: 4.314541 diff 0.00154939 Iteration: 6 ELBO: -95265.6 tau: 1.638432 beta: 5.348205 diff 0.001211252 Iteration: 7 ELBO: -95172.12 tau: 1.640083 beta: 6.578379 diff 0.0009811908 Iteration: 8 ELBO: -95095.5 tau: 1.641097 beta: 8.013853 diff 0.0008051145 Iteration: 9 ELBO: -95032.37 tau: 1.641654 beta: 9.660735 diff 0.0006638859 Iteration: 10 ELBO: -94980.18 tau: 1.641871 beta: 11.52055 diff 0.0005491923 Iteration: 11 ELBO: -94936.91 tau: 1.641839 beta: 13.58909 diff 0.0004555368 Iteration: 12 ELBO: -94900.95 tau: 1.641625 beta: 15.85648 diff 0.0003787425 Iteration: 13 ELBO: -94871 tau: 1.64128 beta: 18.30797 diff 0.0003156734 Iteration: 14 ELBO: -94845.96 tau: 1.640844 beta: 20.925 diff 0.0002638824 Iteration: 15 ELBO: -94824.97 tau: 1.640345 beta: 23.68647 diff 0.0002213597 Iteration: 16 ELBO: -94807.29 tau: 1.639807 beta: 26.56997 diff 0.0001864274 Iteration: 17 ELBO: -94792.34 tau: 1.639247 beta: 29.55287 diff 0.0001576979 Iteration: 18 ELBO: -94779.63 tau: 1.638677 beta: 32.61335 diff 0.0001340391 Iteration: 19 ELBO: -94768.78 tau: 1.638108 beta: 35.73105 diff 0.000114534 After 20 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95597.3 tau: 1.667176 beta: 1.879491 diff Inf Iteration: 2 ELBO: -94709.87 tau: 1.672084 beta: 2.233197 diff 0.009283039 Iteration: 3 ELBO: -94435.85 tau: 1.67846 beta: 2.77942 diff 0.002893292 Iteration: 4 ELBO: -94249.76 tau: 1.683761 beta: 3.507097 diff 0.001970536 Iteration: 5 ELBO: -94108.75 tau: 1.687071 beta: 4.436649 diff 0.001496092 Iteration: 6 ELBO: -93994.99 tau: 1.689079 beta: 5.591012 diff 0.00120885 Iteration: 7 ELBO: -93900.42 tau: 1.690325 beta: 6.990219 diff 0.001006107 Iteration: 8 ELBO: -93820.67 tau: 1.691105 beta: 8.648946 diff 0.0008493062 Iteration: 9 ELBO: -93752.89 tau: 1.691585 beta: 10.57481 diff 0.0007224381 Iteration: 10 ELBO: -93694.99 tau: 1.691863 beta: 12.76736 diff 0.0006175482 Iteration: 11 ELBO: -93645.35 tau: 1.691998 beta: 15.21827 diff 0.0005297848 Iteration: 12 ELBO: -93602.68 tau: 1.692031 beta: 17.91297 diff 0.0004556715 Iteration: 13 ELBO: -93565.92 tau: 1.691983 beta: 20.83295 diff 0.0003927747 Iteration: 14 ELBO: -93534.15 tau: 1.691872 beta: 23.95767 diff 0.0003395342 Iteration: 15 ELBO: -93506.57 tau: 1.691713 beta: 27.26573 diff 0.0002948257 Iteration: 16 ELBO: -93482.49 tau: 1.691518 beta: 30.7357 diff 0.000257562 Iteration: 17 ELBO: -93461.3 tau: 1.691299 beta: 34.34717 diff 0.0002266156 Iteration: 18 ELBO: -93442.52 tau: 1.691064 beta: 38.08163 diff 0.0002009257 Iteration: 19 ELBO: -93425.74 tau: 1.690818 beta: 41.92307 diff 0.0001795746 Iteration: 20 ELBO: -93410.63 tau: 1.690567 beta: 45.85795 diff 0.0001617794 Iteration: 21 ELBO: -93396.91 tau: 1.690314 beta: 49.87484 diff 0.0001468442 Iteration: 22 ELBO: -93384.39 tau: 1.690061 beta: 53.96363 diff 0.0001341229 Iteration: 23 ELBO: -93372.9 tau: 1.689809 beta: 58.11468 diff 0.0001230117 Iteration: 24 ELBO: -93362.35 tau: 1.689561 beta: 62.31811 diff 0.0001129676 Iteration: 25 ELBO: -93352.68 tau: 1.689316 beta: 66.56317 diff 0.0001035415 After 26 iteration ends!
R[write to console]: Factor 9 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.938512 [SoftImpute] Iter 1: observed MAE=0.006660 rank=943 [SoftImpute] Iter 2: observed MAE=0.006570 rank=943 [SoftImpute] Iter 3: observed MAE=0.006570 rank=943 [SoftImpute] Iter 4: observed MAE=0.006571 rank=943 [SoftImpute] Iter 5: observed MAE=0.006571 rank=943 [SoftImpute] Iter 6: observed MAE=0.006572 rank=943 [SoftImpute] Iter 7: observed MAE=0.006572 rank=943 [SoftImpute] Iter 8: observed MAE=0.006573 rank=942 [SoftImpute] Iter 9: observed MAE=0.006573 rank=940 [SoftImpute] Iter 10: observed MAE=0.006573 rank=939 [SoftImpute] Iter 11: observed MAE=0.006573 rank=938 [SoftImpute] Iter 12: observed MAE=0.006573 rank=936 [SoftImpute] Iter 13: observed MAE=0.006573 rank=934 [SoftImpute] Iter 14: observed MAE=0.006573 rank=932 [SoftImpute] Iter 15: observed MAE=0.006572 rank=929 [SoftImpute] Iter 16: observed MAE=0.006572 rank=928 [SoftImpute] Iter 17: observed MAE=0.006572 rank=926 [SoftImpute] Iter 18: observed MAE=0.006571 rank=924 [SoftImpute] Iter 19: observed MAE=0.006571 rank=922 [SoftImpute] Iter 20: observed MAE=0.006570 rank=919 [SoftImpute] Iter 21: observed MAE=0.006570 rank=916 [SoftImpute] Iter 22: observed MAE=0.006569 rank=915 [SoftImpute] Iter 23: observed MAE=0.006568 rank=913 [SoftImpute] Iter 24: observed MAE=0.006568 rank=911 [SoftImpute] Iter 25: observed MAE=0.006567 rank=908 [SoftImpute] Iter 26: observed MAE=0.006566 rank=906 [SoftImpute] Iter 27: observed MAE=0.006565 rank=904 [SoftImpute] Iter 28: observed MAE=0.006565 rank=902 [SoftImpute] Iter 29: observed MAE=0.006564 rank=900 [SoftImpute] Iter 30: observed MAE=0.006563 rank=896 [SoftImpute] Iter 31: observed MAE=0.006562 rank=894 [SoftImpute] Iter 32: observed MAE=0.006561 rank=892 [SoftImpute] Iter 33: observed MAE=0.006560 rank=891 [SoftImpute] Iter 34: observed MAE=0.006559 rank=889 [SoftImpute] Iter 35: observed MAE=0.006558 rank=887 [SoftImpute] Iter 36: observed MAE=0.006557 rank=884 [SoftImpute] Iter 37: observed MAE=0.006556 rank=883 [SoftImpute] Iter 38: observed MAE=0.006555 rank=881 [SoftImpute] Iter 39: observed MAE=0.006554 rank=879 [SoftImpute] Iter 40: observed MAE=0.006553 rank=876 [SoftImpute] Iter 41: observed MAE=0.006552 rank=876 [SoftImpute] Iter 42: observed MAE=0.006551 rank=874 [SoftImpute] Iter 43: observed MAE=0.006549 rank=871 [SoftImpute] Iter 44: observed MAE=0.006548 rank=869 [SoftImpute] Iter 45: observed MAE=0.006547 rank=867 [SoftImpute] Iter 46: observed MAE=0.006546 rank=865 [SoftImpute] Iter 47: observed MAE=0.006544 rank=862 [SoftImpute] Iter 48: observed MAE=0.006543 rank=860 [SoftImpute] Iter 49: observed MAE=0.006542 rank=859 [SoftImpute] Iter 50: observed MAE=0.006540 rank=857 [SoftImpute] Iter 51: observed MAE=0.006539 rank=855 [SoftImpute] Iter 52: observed MAE=0.006538 rank=852 [SoftImpute] Iter 53: observed MAE=0.006536 rank=850 [SoftImpute] Iter 54: observed MAE=0.006535 rank=848 [SoftImpute] Iter 55: observed MAE=0.006533 rank=847 [SoftImpute] Iter 56: observed MAE=0.006532 rank=845 [SoftImpute] Iter 57: observed MAE=0.006531 rank=843 [SoftImpute] Iter 58: observed MAE=0.006529 rank=842 [SoftImpute] Iter 59: observed MAE=0.006528 rank=839 [SoftImpute] Iter 60: observed MAE=0.006527 rank=838 [SoftImpute] Iter 61: observed MAE=0.006525 rank=836 [SoftImpute] Iter 62: observed MAE=0.006524 rank=834 [SoftImpute] Iter 63: observed MAE=0.006523 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1453 missing, elapsed time: 4.141 Imputing row 101/943 with 1627 missing, elapsed time: 5.630 Imputing row 201/943 with 1385 missing, elapsed time: 7.137 Imputing row 301/943 with 1456 missing, elapsed time: 8.641 Imputing row 401/943 with 1556 missing, elapsed time: 10.108 Imputing row 501/943 with 1625 missing, elapsed time: 11.590 Imputing row 601/943 with 1564 missing, elapsed time: 13.085 Imputing row 701/943 with 1657 missing, elapsed time: 14.588 Imputing row 801/943 with 1662 missing, elapsed time: 16.097 Imputing row 901/943 with 1586 missing, elapsed time: 17.614 [KNN] Warning: 31035/1586126 still missing after imputation, replacing with 0 ########### perturbation 46 start ############ Preprocessing data... 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sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216828 tau: 0.0855044 beta: 0.06855013 diff Inf Iteration: 2 ELBO: -130155.5 tau: 0.713787 beta: 0.1167377 diff 0.3997294 Iteration: 3 ELBO: -114621.8 tau: 1.099901 beta: 0.456498 diff 0.1193467 Iteration: 4 ELBO: -112992.5 tau: 1.151968 beta: 0.9222097 diff 0.01421466 Iteration: 5 ELBO: -112656.2 tau: 1.15984 beta: 1.223465 diff 0.002976358 Iteration: 6 ELBO: -112585.3 tau: 1.160737 beta: 1.387723 diff 0.0006294901 Iteration: 7 ELBO: -112570.3 tau: 1.160564 beta: 1.472644 diff 0.000133294 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108638.7 tau: 1.200093 beta: 1.856297 diff Inf Iteration: 2 ELBO: -107694.1 tau: 1.206788 beta: 2.104733 diff 0.008694403 Iteration: 3 ELBO: -107340.9 tau: 1.215905 beta: 2.463521 diff 0.003279317 Iteration: 4 ELBO: -107037.3 tau: 1.225774 beta: 2.907433 diff 0.002828635 Iteration: 5 ELBO: -106679.1 tau: 1.23796 beta: 3.424882 diff 0.003346376 Iteration: 6 ELBO: -106278.6 tau: 1.252033 beta: 4.028261 diff 0.003754394 Iteration: 7 ELBO: -105966.6 tau: 1.263026 beta: 4.725269 diff 0.002936233 Iteration: 8 ELBO: -105787.3 tau: 1.268953 beta: 5.490961 diff 0.001691225 Iteration: 9 ELBO: -105691.2 tau: 1.271548 beta: 6.307673 diff 0.0009086407 Iteration: 10 ELBO: -105632.3 tau: 1.272634 beta: 7.171378 diff 0.0005570929 Iteration: 11 ELBO: -105590 tau: 1.273113 beta: 8.08086 diff 0.0004009874 Iteration: 12 ELBO: -105556.4 tau: 1.27334 beta: 9.032744 diff 0.000317948 Iteration: 13 ELBO: -105528.6 tau: 1.273446 beta: 10.02069 diff 0.0002630504 Iteration: 14 ELBO: -105505.4 tau: 1.273486 beta: 11.03611 diff 0.0002204982 Iteration: 15 ELBO: -105485.9 tau: 1.273481 beta: 12.06923 diff 0.0001846271 Iteration: 16 ELBO: -105469.7 tau: 1.273441 beta: 13.11011 diff 0.0001535567 Iteration: 17 ELBO: -105456.3 tau: 1.273372 beta: 14.14931 diff 0.0001267953 Iteration: 18 ELBO: -105445.3 tau: 1.273281 beta: 15.17823 diff 0.0001041766 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105315.6 tau: 1.304845 beta: 1.861228 diff Inf Iteration: 2 ELBO: -104347.8 tau: 1.3116 beta: 2.150686 diff 0.009189247 Iteration: 3 ELBO: -104009.1 tau: 1.321102 beta: 2.575804 diff 0.003245467 Iteration: 4 ELBO: -103776.9 tau: 1.328874 beta: 3.123622 diff 0.002232752 Iteration: 5 ELBO: -103605.1 tau: 1.33388 beta: 3.80909 diff 0.00165559 Iteration: 6 ELBO: -103468.1 tau: 1.337138 beta: 4.652403 diff 0.001322259 Iteration: 7 ELBO: -103355.1 tau: 1.339338 beta: 5.67134 diff 0.00109203 Iteration: 8 ELBO: -103260.6 tau: 1.340874 beta: 6.87326 diff 0.0009143386 Iteration: 9 ELBO: -103181.7 tau: 1.34197 beta: 8.253907 diff 0.0007642614 Iteration: 10 ELBO: -103116.8 tau: 1.342721 beta: 9.802434 diff 0.0006288111 Iteration: 11 ELBO: -103064.3 tau: 1.343168 beta: 11.50643 diff 0.0005089891 Iteration: 12 ELBO: -103022 tau: 1.343364 beta: 13.35422 diff 0.0004101894 Iteration: 13 ELBO: -102987.8 tau: 1.343371 beta: 15.33476 diff 0.0003327431 Iteration: 14 ELBO: -102959.7 tau: 1.343245 beta: 17.43704 diff 0.0002725358 Iteration: 15 ELBO: -102936.5 tau: 1.343025 beta: 19.6494 diff 0.0002251311 Iteration: 16 ELBO: -102917.2 tau: 1.342743 beta: 21.95918 diff 0.0001872319 Iteration: 17 ELBO: -102901.1 tau: 1.342418 beta: 24.35271 diff 0.0001565514 Iteration: 18 ELBO: -102887.6 tau: 1.342068 beta: 26.81547 diff 0.0001314772 Iteration: 19 ELBO: -102876.2 tau: 1.341703 beta: 29.33249 diff 0.0001108324 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103418 tau: 1.368511 beta: 1.865509 diff Inf Iteration: 2 ELBO: -102478.5 tau: 1.3743 beta: 2.171185 diff 0.009084426 Iteration: 3 ELBO: -102167.3 tau: 1.38274 beta: 2.609847 diff 0.00303688 Iteration: 4 ELBO: -101958.6 tau: 1.389917 beta: 3.152274 diff 0.002042776 Iteration: 5 ELBO: -101813.7 tau: 1.39433 beta: 3.814252 diff 0.001421406 Iteration: 6 ELBO: -101705.6 tau: 1.396883 beta: 4.611348 diff 0.001062018 Iteration: 7 ELBO: -101618.8 tau: 1.398438 beta: 5.551344 diff 0.0008534225 Iteration: 8 ELBO: -101546 tau: 1.39945 beta: 6.636052 diff 0.0007160153 Iteration: 9 ELBO: -101483.9 tau: 1.40012 beta: 7.865369 diff 0.0006117107 Iteration: 10 ELBO: -101430.3 tau: 1.400541 beta: 9.239135 diff 0.000527642 Iteration: 11 ELBO: -101383.5 tau: 1.400789 beta: 10.75626 diff 0.0004619067 Iteration: 12 ELBO: -101341.6 tau: 1.400936 beta: 12.41382 diff 0.0004130952 Iteration: 13 ELBO: -101303.2 tau: 1.401046 beta: 14.20627 diff 0.0003785981 Iteration: 14 ELBO: -101267.2 tau: 1.401174 beta: 16.12406 diff 0.0003553685 Iteration: 15 ELBO: -101232.8 tau: 1.401364 beta: 18.15145 diff 0.0003399013 Iteration: 16 ELBO: -101199.7 tau: 1.401639 beta: 20.26553 diff 0.0003272889 Iteration: 17 ELBO: -101168.1 tau: 1.401986 beta: 22.44011 diff 0.0003115825 Iteration: 18 ELBO: -101138.8 tau: 1.402363 beta: 24.65129 diff 0.000290215 Iteration: 19 ELBO: -101111.9 tau: 1.402734 beta: 26.87816 diff 0.0002659028 Iteration: 20 ELBO: -101087.5 tau: 1.403091 beta: 29.10139 diff 0.0002416913 Iteration: 21 ELBO: -101065.4 tau: 1.403435 beta: 31.30275 diff 0.0002184369 Iteration: 22 ELBO: -101045.6 tau: 1.403767 beta: 33.46501 diff 0.000195863 Iteration: 23 ELBO: -101028 tau: 1.404082 beta: 35.57225 diff 0.0001735545 Iteration: 24 ELBO: -101012.8 tau: 1.404371 beta: 37.61036 diff 0.0001513606 Iteration: 25 ELBO: -100999.7 tau: 1.404625 beta: 39.56731 diff 0.0001296007 Iteration: 26 ELBO: -100988.7 tau: 1.404838 beta: 41.43306 diff 0.0001090006 After 27 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101583.6 tau: 1.433895 beta: 1.836366 diff Inf Iteration: 2 ELBO: -100637 tau: 1.441373 beta: 2.107341 diff 0.009319075 Iteration: 3 ELBO: -100338 tau: 1.449635 beta: 2.51538 diff 0.002971076 Iteration: 4 ELBO: -100142.8 tau: 1.456001 beta: 3.042661 diff 0.001945161 Iteration: 5 ELBO: -100001.6 tau: 1.459977 beta: 3.699787 diff 0.001409792 Iteration: 6 ELBO: -99891.79 tau: 1.462433 beta: 4.498484 diff 0.001098311 Iteration: 7 ELBO: -99802.56 tau: 1.463962 beta: 5.448346 diff 0.0008933376 Iteration: 8 ELBO: -99728.36 tau: 1.46489 beta: 6.556934 diff 0.000743424 Iteration: 9 ELBO: -99665.94 tau: 1.465403 beta: 7.829337 diff 0.0006258851 Iteration: 10 ELBO: -99612.94 tau: 1.465628 beta: 9.267468 diff 0.0005317888 Iteration: 11 ELBO: -99567.56 tau: 1.465654 beta: 10.87001 diff 0.0004555788 Iteration: 12 ELBO: -99528.45 tau: 1.465548 beta: 12.63251 diff 0.000392795 Iteration: 13 ELBO: -99494.6 tau: 1.465353 beta: 14.54759 diff 0.000340111 Iteration: 14 ELBO: -99465.22 tau: 1.4651 beta: 16.60547 diff 0.0002952885 Iteration: 15 ELBO: -99439.67 tau: 1.464808 beta: 18.79457 diff 0.000256895 Iteration: 16 ELBO: -99417.4 tau: 1.46449 beta: 21.10206 diff 0.0002239251 Iteration: 17 ELBO: -99397.96 tau: 1.464156 beta: 23.51434 diff 0.0001955658 Iteration: 18 ELBO: -99380.95 tau: 1.463812 beta: 26.01743 diff 0.0001711364 Iteration: 19 ELBO: -99366.03 tau: 1.463462 beta: 28.59725 diff 0.0001500606 Iteration: 20 ELBO: -99352.93 tau: 1.463111 beta: 31.23979 diff 0.0001318253 Iteration: 21 ELBO: -99341.41 tau: 1.46276 beta: 33.93133 diff 0.0001159691 Iteration: 22 ELBO: -99331.27 tau: 1.462411 beta: 36.65864 diff 0.0001021066 After 23 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100105.5 tau: 1.488452 beta: 1.87392 diff Inf Iteration: 2 ELBO: -99163.47 tau: 1.493181 beta: 2.214842 diff 0.009410222 Iteration: 3 ELBO: -98861.05 tau: 1.501069 beta: 2.720934 diff 0.003049748 Iteration: 4 ELBO: -98663.23 tau: 1.507438 beta: 3.379014 diff 0.00200101 Iteration: 5 ELBO: -98518.55 tau: 1.511412 beta: 4.202737 diff 0.001466397 Iteration: 6 ELBO: -98403.94 tau: 1.513943 beta: 5.205161 diff 0.00116333 Iteration: 7 ELBO: -98310.03 tau: 1.515607 beta: 6.398386 diff 0.0009542657 Iteration: 8 ELBO: -98231.89 tau: 1.516696 beta: 7.792342 diff 0.0007948867 Iteration: 9 ELBO: -98166.13 tau: 1.517385 beta: 9.393212 diff 0.0006693668 Iteration: 10 ELBO: -98110.2 tau: 1.5178 beta: 11.20217 diff 0.0005697748 Iteration: 11 ELBO: -98062.06 tau: 1.518036 beta: 13.21471 diff 0.0004906935 Iteration: 12 ELBO: -98020.11 tau: 1.518162 beta: 15.42063 diff 0.0004277582 Iteration: 13 ELBO: -97983.14 tau: 1.518229 beta: 17.80455 diff 0.000377196 Iteration: 14 ELBO: -97950.24 tau: 1.518267 beta: 20.34735 diff 0.000335752 Iteration: 15 ELBO: -97920.78 tau: 1.518293 beta: 23.02822 diff 0.0003007597 Iteration: 16 ELBO: -97894.32 tau: 1.518309 beta: 25.82741 diff 0.0002702294 Iteration: 17 ELBO: -97870.53 tau: 1.518312 beta: 28.72844 diff 0.000242995 Iteration: 18 ELBO: -97849.14 tau: 1.518296 beta: 31.71896 diff 0.000218594 Iteration: 19 ELBO: -97829.88 tau: 1.518255 beta: 34.7899 diff 0.0001968287 Iteration: 20 ELBO: -97812.52 tau: 1.518189 beta: 37.93448 diff 0.0001774941 Iteration: 21 ELBO: -97796.83 tau: 1.518099 beta: 41.14732 diff 0.0001603696 Iteration: 22 ELBO: -97782.63 tau: 1.517986 beta: 44.42392 diff 0.0001452372 Iteration: 23 ELBO: -97769.73 tau: 1.517855 beta: 47.76011 diff 0.000131857 Iteration: 24 ELBO: -97758.01 tau: 1.517708 beta: 51.15151 diff 0.0001199476 Iteration: 25 ELBO: -97747.33 tau: 1.517548 beta: 54.59296 diff 0.0001091968 After 26 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98619.91 tau: 1.545384 beta: 1.871934 diff Inf Iteration: 2 ELBO: -97693.48 tau: 1.550658 beta: 2.200409 diff 0.009393976 Iteration: 3 ELBO: -97392.69 tau: 1.5587 beta: 2.693741 diff 0.003078891 Iteration: 4 ELBO: -97190.7 tau: 1.565457 beta: 3.331307 diff 0.002073951 Iteration: 5 ELBO: -97043.81 tau: 1.569714 beta: 4.120105 diff 0.001511359 Iteration: 6 ELBO: -96929.99 tau: 1.572333 beta: 5.068951 diff 0.001172918 Iteration: 7 ELBO: -96838.44 tau: 1.573957 beta: 6.185868 diff 0.0009444754 Iteration: 8 ELBO: -96763.17 tau: 1.574953 beta: 7.477372 diff 0.0007772869 Iteration: 9 ELBO: -96700.53 tau: 1.575526 beta: 8.948431 diff 0.0006473675 Iteration: 10 ELBO: -96648.01 tau: 1.575799 beta: 10.60169 diff 0.0005430577 Iteration: 11 ELBO: -96603.74 tau: 1.575851 beta: 12.43701 diff 0.000458092 Iteration: 12 ELBO: -96566.21 tau: 1.575739 beta: 14.45102 diff 0.000388435 Iteration: 13 ELBO: -96534.26 tau: 1.575508 beta: 16.63684 diff 0.0003309536 Iteration: 14 ELBO: -96506.93 tau: 1.575192 beta: 18.98418 diff 0.000283111 Iteration: 15 ELBO: -96483.48 tau: 1.574818 beta: 21.47993 diff 0.0002429373 Iteration: 16 ELBO: -96463.32 tau: 1.574405 beta: 24.10875 diff 0.0002089547 Iteration: 17 ELBO: -96445.95 tau: 1.573967 beta: 26.85386 diff 0.0001800565 Iteration: 18 ELBO: -96430.96 tau: 1.573513 beta: 29.69757 diff 0.0001553904 Iteration: 19 ELBO: -96418.02 tau: 1.573052 beta: 32.62202 diff 0.0001342751 Iteration: 20 ELBO: -96406.82 tau: 1.572588 beta: 35.60961 diff 0.0001161538 Iteration: 21 ELBO: -96397.12 tau: 1.572126 beta: 38.64359 diff 0.0001005724 After 22 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97228.79 tau: 1.599606 beta: 1.896111 diff Inf Iteration: 2 ELBO: -96309.71 tau: 1.605199 beta: 2.239596 diff 0.00945275 Iteration: 3 ELBO: -96011.97 tau: 1.613407 beta: 2.755776 diff 0.003091493 Iteration: 4 ELBO: -95809.29 tau: 1.620176 beta: 3.433511 diff 0.002110942 Iteration: 5 ELBO: -95658.62 tau: 1.624428 beta: 4.289182 diff 0.001572627 Iteration: 6 ELBO: -95540.49 tau: 1.626999 beta: 5.341372 diff 0.001234946 Iteration: 7 ELBO: -95446.4 tau: 1.628453 beta: 6.608944 diff 0.0009847796 Iteration: 8 ELBO: -95370.18 tau: 1.629179 beta: 8.107029 diff 0.000798577 Iteration: 9 ELBO: -95307.38 tau: 1.629452 beta: 9.845557 diff 0.0006584636 Iteration: 10 ELBO: -95255.03 tau: 1.629437 beta: 11.82917 diff 0.0005493501 Iteration: 11 ELBO: -95211.01 tau: 1.629232 beta: 14.05764 diff 0.0004620841 Iteration: 12 ELBO: -95173.76 tau: 1.628898 beta: 16.52661 diff 0.0003912673 Iteration: 13 ELBO: -95142.02 tau: 1.628476 beta: 19.22832 diff 0.0003334837 Iteration: 14 ELBO: -95114.79 tau: 1.627995 beta: 22.15227 diff 0.000286157 Iteration: 15 ELBO: -95091.29 tau: 1.627478 beta: 25.28581 diff 0.0002471142 Iteration: 16 ELBO: -95070.88 tau: 1.62694 beta: 28.61459 diff 0.00021457 Iteration: 17 ELBO: -95053.09 tau: 1.626392 beta: 32.12306 diff 0.0001871386 Iteration: 18 ELBO: -95037.52 tau: 1.625843 beta: 35.79489 diff 0.0001637784 Iteration: 19 ELBO: -95023.87 tau: 1.625298 beta: 39.6134 diff 0.0001437158 Iteration: 20 ELBO: -95011.86 tau: 1.624759 beta: 43.56196 diff 0.0001263771 Iteration: 21 ELBO: -95001.28 tau: 1.62423 beta: 47.62441 diff 0.0001113343 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95973.17 tau: 1.651972 beta: 1.853601 diff Inf Iteration: 2 ELBO: -95070.3 tau: 1.656788 beta: 2.197376 diff 0.009407557 Iteration: 3 ELBO: -94799.3 tau: 1.662948 beta: 2.741668 diff 0.002850458 Iteration: 4 ELBO: -94619.47 tau: 1.667906 beta: 3.470408 diff 0.001896996 Iteration: 5 ELBO: -94484 tau: 1.670938 beta: 4.397641 diff 0.001431753 Iteration: 6 ELBO: -94373.74 tau: 1.672784 beta: 5.542291 diff 0.001166952 Iteration: 7 ELBO: -94280.77 tau: 1.673955 beta: 6.924105 diff 0.0009851082 Iteration: 8 ELBO: -94201.41 tau: 1.674692 beta: 8.562047 diff 0.0008417187 Iteration: 9 ELBO: -94133.2 tau: 1.675134 beta: 10.4705 diff 0.0007241352 Iteration: 10 ELBO: -94074.2 tau: 1.675388 beta: 12.65593 diff 0.0006267013 Iteration: 11 ELBO: -94023.02 tau: 1.675525 beta: 15.11613 diff 0.0005441324 Iteration: 12 ELBO: -93978.59 tau: 1.675587 beta: 17.84099 diff 0.0004724564 Iteration: 13 ELBO: -93940.13 tau: 1.675592 beta: 20.81396 diff 0.0004092968 Iteration: 14 ELBO: -93906.93 tau: 1.675548 beta: 24.01329 diff 0.0003533653 Iteration: 15 ELBO: -93878.4 tau: 1.675458 beta: 27.41295 diff 0.0003038461 Iteration: 16 ELBO: -93853.99 tau: 1.675324 beta: 30.98332 diff 0.000260041 Iteration: 17 ELBO: -93833.21 tau: 1.675148 beta: 34.6921 diff 0.0002213774 Iteration: 18 ELBO: -93815.62 tau: 1.674931 beta: 38.5056 diff 0.0001874906 Iteration: 19 ELBO: -93800.78 tau: 1.674677 beta: 42.39042 diff 0.0001581586 Iteration: 20 ELBO: -93788.29 tau: 1.674391 beta: 46.31506 diff 0.0001331556 Iteration: 21 ELBO: -93777.77 tau: 1.674081 beta: 50.25116 diff 0.0001121496 After 22 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94768.21 tau: 1.702711 beta: 1.922637 diff Inf Iteration: 2 ELBO: -93837.55 tau: 1.709039 beta: 2.258923 diff 0.009820393 Iteration: 3 ELBO: -93561.26 tau: 1.716308 beta: 2.790257 diff 0.002944331 Iteration: 4 ELBO: -93387.19 tau: 1.721234 beta: 3.506158 diff 0.001860552 Iteration: 5 ELBO: -93257.87 tau: 1.723862 beta: 4.426284 diff 0.001384673 Iteration: 6 ELBO: -93152.48 tau: 1.725325 beta: 5.573489 diff 0.001130176 Iteration: 7 ELBO: -93063.24 tau: 1.726199 beta: 6.968632 diff 0.0009579134 Iteration: 8 ELBO: -92986.65 tau: 1.726732 beta: 8.628606 diff 0.0008230179 Iteration: 9 ELBO: -92920.64 tau: 1.727043 beta: 10.56472 diff 0.0007099269 Iteration: 10 ELBO: -92863.71 tau: 1.727197 beta: 12.78112 diff 0.0006126075 Iteration: 11 ELBO: -92814.68 tau: 1.727237 beta: 15.27384 diff 0.0005280054 Iteration: 12 ELBO: -92772.53 tau: 1.727192 beta: 18.03069 diff 0.0004541111 Iteration: 13 ELBO: -92736.41 tau: 1.727077 beta: 21.03224 diff 0.0003894304 Iteration: 14 ELBO: -92705.54 tau: 1.7269 beta: 24.25355 diff 0.0003327873 Iteration: 15 ELBO: -92679.28 tau: 1.726666 beta: 27.66668 diff 0.0002833369 Iteration: 16 ELBO: -92656.98 tau: 1.726377 beta: 31.24308 diff 0.0002405831 Iteration: 17 ELBO: -92638.06 tau: 1.726038 beta: 34.95534 diff 0.0002042037 Iteration: 18 ELBO: -92621.96 tau: 1.725658 beta: 38.77822 diff 0.0001737948 Iteration: 19 ELBO: -92608.18 tau: 1.725246 beta: 42.68923 diff 0.0001487508 Iteration: 20 ELBO: -92596.3 tau: 1.724814 beta: 46.66896 diff 0.000128317 Iteration: 21 ELBO: -92585.95 tau: 1.72437 beta: 50.7012 diff 0.0001117067 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93640.49 tau: 1.753122 beta: 1.871009 diff Inf Iteration: 2 ELBO: -92742.82 tau: 1.756858 beta: 2.225839 diff 0.009586383 Iteration: 3 ELBO: -92463.58 tau: 1.763192 beta: 2.779958 diff 0.003010911 Iteration: 4 ELBO: -92274.03 tau: 1.76888 beta: 3.513755 diff 0.002050057 Iteration: 5 ELBO: -92128.4 tau: 1.772698 beta: 4.445409 diff 0.001578128 Iteration: 6 ELBO: -92008.82 tau: 1.775248 beta: 5.60016 diff 0.001298059 Iteration: 7 ELBO: -91907.86 tau: 1.777012 beta: 7.002526 diff 0.001097238 Iteration: 8 ELBO: -91821.78 tau: 1.778248 beta: 8.672987 diff 0.000936617 Iteration: 9 ELBO: -91748.17 tau: 1.779096 beta: 10.6265 diff 0.0008016283 Iteration: 10 ELBO: -91685.19 tau: 1.779644 beta: 12.87148 diff 0.0006864246 Iteration: 11 ELBO: -91631.32 tau: 1.779959 beta: 15.40922 diff 0.0005875813 Iteration: 12 ELBO: -91585.29 tau: 1.78009 beta: 18.23403 diff 0.0005023898 Iteration: 13 ELBO: -91546.01 tau: 1.780075 beta: 21.33404 diff 0.0004289003 Iteration: 14 ELBO: -91512.52 tau: 1.779942 beta: 24.69234 diff 0.0003657545 Iteration: 15 ELBO: -91483.98 tau: 1.779716 beta: 28.28835 diff 0.0003118484 Iteration: 16 ELBO: -91459.64 tau: 1.779416 beta: 32.09927 diff 0.0002661385 Iteration: 17 ELBO: -91438.82 tau: 1.779059 beta: 36.10159 diff 0.0002276202 Iteration: 18 ELBO: -91420.96 tau: 1.77866 beta: 40.27241 diff 0.000195361 Iteration: 19 ELBO: -91405.55 tau: 1.77823 beta: 44.59062 diff 0.0001685118 Iteration: 20 ELBO: -91392.18 tau: 1.77778 beta: 49.03759 diff 0.000146295 Iteration: 21 ELBO: -91380.48 tau: 1.777318 beta: 53.59768 diff 0.0001279922 Iteration: 22 ELBO: -91370.16 tau: 1.776851 beta: 58.25825 diff 0.000112943 Iteration: 23 ELBO: -91360.97 tau: 1.776386 beta: 63.00965 diff 0.0001005519 After 24 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.018736 [SoftImpute] Iter 1: observed MAE=0.006660 rank=943 [SoftImpute] Iter 2: observed MAE=0.006572 rank=943 [SoftImpute] Iter 3: observed MAE=0.006572 rank=943 [SoftImpute] Iter 4: observed MAE=0.006573 rank=943 [SoftImpute] Iter 5: observed MAE=0.006573 rank=943 [SoftImpute] Iter 6: observed MAE=0.006574 rank=943 [SoftImpute] Iter 7: observed MAE=0.006574 rank=943 [SoftImpute] Iter 8: observed MAE=0.006574 rank=941 [SoftImpute] Iter 9: observed MAE=0.006574 rank=940 [SoftImpute] Iter 10: observed MAE=0.006574 rank=938 [SoftImpute] Iter 11: observed MAE=0.006574 rank=937 [SoftImpute] Iter 12: observed MAE=0.006574 rank=934 [SoftImpute] Iter 13: observed MAE=0.006574 rank=933 [SoftImpute] Iter 14: observed MAE=0.006574 rank=932 [SoftImpute] Iter 15: observed MAE=0.006574 rank=930 [SoftImpute] Iter 16: observed MAE=0.006574 rank=928 [SoftImpute] Iter 17: observed MAE=0.006573 rank=926 [SoftImpute] Iter 18: observed MAE=0.006573 rank=924 [SoftImpute] Iter 19: observed MAE=0.006572 rank=921 [SoftImpute] Iter 20: observed MAE=0.006572 rank=919 [SoftImpute] Iter 21: observed MAE=0.006571 rank=917 [SoftImpute] Iter 22: observed MAE=0.006571 rank=915 [SoftImpute] Iter 23: observed MAE=0.006570 rank=912 [SoftImpute] Iter 24: observed MAE=0.006569 rank=911 [SoftImpute] Iter 25: observed MAE=0.006568 rank=908 [SoftImpute] Iter 26: observed MAE=0.006567 rank=905 [SoftImpute] Iter 27: observed MAE=0.006567 rank=903 [SoftImpute] Iter 28: observed MAE=0.006566 rank=902 [SoftImpute] Iter 29: observed MAE=0.006565 rank=899 [SoftImpute] Iter 30: observed MAE=0.006564 rank=897 [SoftImpute] Iter 31: observed MAE=0.006563 rank=895 [SoftImpute] Iter 32: observed MAE=0.006562 rank=893 [SoftImpute] Iter 33: observed MAE=0.006561 rank=892 [SoftImpute] Iter 34: observed MAE=0.006560 rank=890 [SoftImpute] Iter 35: observed MAE=0.006559 rank=888 [SoftImpute] Iter 36: observed MAE=0.006558 rank=885 [SoftImpute] Iter 37: observed MAE=0.006557 rank=883 [SoftImpute] Iter 38: observed MAE=0.006556 rank=881 [SoftImpute] Iter 39: observed MAE=0.006555 rank=878 [SoftImpute] Iter 40: observed MAE=0.006553 rank=875 [SoftImpute] Iter 41: observed MAE=0.006552 rank=874 [SoftImpute] Iter 42: observed MAE=0.006551 rank=872 [SoftImpute] Iter 43: observed MAE=0.006550 rank=869 [SoftImpute] Iter 44: observed MAE=0.006548 rank=867 [SoftImpute] Iter 45: observed MAE=0.006547 rank=865 [SoftImpute] Iter 46: observed MAE=0.006546 rank=864 [SoftImpute] Iter 47: observed MAE=0.006545 rank=862 [SoftImpute] Iter 48: observed MAE=0.006543 rank=859 [SoftImpute] Iter 49: observed MAE=0.006542 rank=858 [SoftImpute] Iter 50: observed MAE=0.006541 rank=856 [SoftImpute] Iter 51: observed MAE=0.006540 rank=854 [SoftImpute] Iter 52: observed MAE=0.006538 rank=852 [SoftImpute] Iter 53: observed MAE=0.006537 rank=851 [SoftImpute] Iter 54: observed MAE=0.006536 rank=848 [SoftImpute] Iter 55: observed MAE=0.006534 rank=846 [SoftImpute] Iter 56: observed MAE=0.006533 rank=844 [SoftImpute] Iter 57: observed MAE=0.006531 rank=843 [SoftImpute] Iter 58: observed MAE=0.006530 rank=840 [SoftImpute] Iter 59: observed MAE=0.006529 rank=839 [SoftImpute] Iter 60: observed MAE=0.006527 rank=837 [SoftImpute] Iter 61: observed MAE=0.006526 rank=836 [SoftImpute] Iter 62: observed MAE=0.006524 rank=834 [SoftImpute] Iter 63: observed MAE=0.006523 rank=832 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1471 missing, elapsed time: 4.072 Imputing row 101/943 with 1633 missing, elapsed time: 5.569 Imputing row 201/943 with 1372 missing, elapsed time: 7.084 Imputing row 301/943 with 1455 missing, elapsed time: 8.574 Imputing row 401/943 with 1559 missing, elapsed time: 10.072 Imputing row 501/943 with 1619 missing, elapsed time: 11.580 Imputing row 601/943 with 1559 missing, elapsed time: 13.142 Imputing row 701/943 with 1656 missing, elapsed time: 14.709 Imputing row 801/943 with 1662 missing, elapsed time: 16.232 Imputing row 901/943 with 1582 missing, elapsed time: 17.724 [KNN] Warning: 28731/1586126 still missing after imputation, replacing with 0 ########### perturbation 47 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215183.4 tau: 0.08945232 beta: 0.05623286 diff Inf Iteration: 2 ELBO: -131459.4 tau: 0.6932115 beta: 0.09337027 diff 0.389082 Iteration: 3 ELBO: -115633.2 tau: 1.074212 beta: 0.350042 diff 0.1203881 Iteration: 4 ELBO: -113358 tau: 1.143233 beta: 0.7118715 diff 0.01967634 Iteration: 5 ELBO: -112837.4 tau: 1.156498 beta: 0.9625406 diff 0.00459253 Iteration: 6 ELBO: -112724.7 tau: 1.158549 beta: 1.106795 diff 0.0009984533 Iteration: 7 ELBO: -112701.1 tau: 1.158554 beta: 1.184356 diff 0.0002098842 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108709.5 tau: 1.197726 beta: 1.869331 diff Inf Iteration: 2 ELBO: -107707.8 tau: 1.206548 beta: 2.090828 diff 0.009214249 Iteration: 3 ELBO: -107159.2 tau: 1.224025 beta: 2.344884 diff 0.005093221 Iteration: 4 ELBO: -106579.2 tau: 1.245922 beta: 2.651847 diff 0.005412657 Iteration: 5 ELBO: -106194.6 tau: 1.260143 beta: 3.100533 diff 0.003608544 Iteration: 6 ELBO: -105993.7 tau: 1.266652 beta: 3.656551 diff 0.001891513 Iteration: 7 ELBO: -105885.7 tau: 1.269291 beta: 4.279038 diff 0.001018701 Iteration: 8 ELBO: -105818.4 tau: 1.270277 beta: 4.953474 diff 0.0006358065 Iteration: 9 ELBO: -105768.6 tau: 1.270654 beta: 5.676429 diff 0.0004707714 Iteration: 10 ELBO: -105728.1 tau: 1.270791 beta: 6.447719 diff 0.0003824947 Iteration: 11 ELBO: -105694 tau: 1.270805 beta: 7.268133 diff 0.0003232426 Iteration: 12 ELBO: -105664.5 tau: 1.270748 beta: 8.137151 diff 0.0002784224 Iteration: 13 ELBO: -105639 tau: 1.270649 beta: 9.051704 diff 0.0002421984 Iteration: 14 ELBO: -105616.6 tau: 1.270529 beta: 10.0064 diff 0.0002112562 Iteration: 15 ELBO: -105597.2 tau: 1.270396 beta: 10.99419 diff 0.0001839185 Iteration: 16 ELBO: -105580.4 tau: 1.270258 beta: 12.00688 diff 0.0001594547 Iteration: 17 ELBO: -105565.9 tau: 1.270115 beta: 13.03562 diff 0.0001375333 Iteration: 18 ELBO: -105553.4 tau: 1.269971 beta: 14.07122 diff 0.0001179536 Iteration: 19 ELBO: -105542.8 tau: 1.269827 beta: 15.10459 diff 0.0001005547 After 20 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105442.7 tau: 1.300446 beta: 1.871162 diff Inf Iteration: 2 ELBO: -104456.3 tau: 1.307739 beta: 2.144944 diff 0.009354507 Iteration: 3 ELBO: -104086.8 tau: 1.318791 beta: 2.537865 diff 0.003536974 Iteration: 4 ELBO: -103828.6 tau: 1.328117 beta: 3.033071 diff 0.002480934 Iteration: 5 ELBO: -103635.9 tau: 1.334437 beta: 3.646986 diff 0.001855604 Iteration: 6 ELBO: -103488.1 tau: 1.33859 beta: 4.393848 diff 0.001426218 Iteration: 7 ELBO: -103375.7 tau: 1.341156 beta: 5.282699 diff 0.001086868 Iteration: 8 ELBO: -103289.2 tau: 1.342636 beta: 6.316662 diff 0.0008366382 Iteration: 9 ELBO: -103220.8 tau: 1.343452 beta: 7.492472 diff 0.0006615499 Iteration: 10 ELBO: -103165.7 tau: 1.343871 beta: 8.803 diff 0.0005344402 Iteration: 11 ELBO: -103120.8 tau: 1.344029 beta: 10.2399 diff 0.0004348211 Iteration: 12 ELBO: -103084.3 tau: 1.343998 beta: 11.79428 diff 0.0003537244 Iteration: 13 ELBO: -103054.6 tau: 1.343827 beta: 13.45577 diff 0.0002884064 Iteration: 14 ELBO: -103030.2 tau: 1.343563 beta: 15.21204 diff 0.0002365828 Iteration: 15 ELBO: -103010.1 tau: 1.343238 beta: 17.04929 diff 0.000195503 Iteration: 16 ELBO: -102993.3 tau: 1.342879 beta: 18.95288 diff 0.0001626594 Iteration: 17 ELBO: -102979.3 tau: 1.342502 beta: 20.90789 diff 0.0001360738 Iteration: 18 ELBO: -102967.5 tau: 1.342119 beta: 22.89956 diff 0.0001142773 After 19 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103371.8 tau: 1.370372 beta: 1.852212 diff Inf Iteration: 2 ELBO: -102427.4 tau: 1.376567 beta: 2.151859 diff 0.009135278 Iteration: 3 ELBO: -102115.7 tau: 1.385106 beta: 2.590523 diff 0.003043376 Iteration: 4 ELBO: -101904.3 tau: 1.39233 beta: 3.138507 diff 0.002070568 Iteration: 5 ELBO: -101751.2 tau: 1.397045 beta: 3.801156 diff 0.001502285 Iteration: 6 ELBO: -101634.4 tau: 1.400013 beta: 4.587725 diff 0.001148024 Iteration: 7 ELBO: -101543.2 tau: 1.401838 beta: 5.504985 diff 0.0008970723 Iteration: 8 ELBO: -101470.8 tau: 1.402904 beta: 6.555746 diff 0.0007124591 Iteration: 9 ELBO: -101412.3 tau: 1.403473 beta: 7.73993 diff 0.0005769771 Iteration: 10 ELBO: -101364 tau: 1.403717 beta: 9.055665 diff 0.0004765817 Iteration: 11 ELBO: -101323.3 tau: 1.403752 beta: 10.49954 diff 0.000400939 Iteration: 12 ELBO: -101288.6 tau: 1.403654 beta: 12.06657 diff 0.0003426973 Iteration: 13 ELBO: -101258.5 tau: 1.403474 beta: 13.75024 diff 0.0002968092 Iteration: 14 ELBO: -101232.2 tau: 1.403246 beta: 15.54269 diff 0.000259986 Iteration: 15 ELBO: -101208.9 tau: 1.402993 beta: 17.43488 diff 0.0002301036 Iteration: 16 ELBO: -101188.1 tau: 1.402732 beta: 19.41675 diff 0.0002057281 Iteration: 17 ELBO: -101169.3 tau: 1.402474 beta: 21.47732 diff 0.0001858118 Iteration: 18 ELBO: -101152.1 tau: 1.40223 beta: 23.60483 diff 0.0001695133 Iteration: 19 ELBO: -101136.4 tau: 1.402005 beta: 25.78696 diff 0.0001560965 Iteration: 20 ELBO: -101121.7 tau: 1.401804 beta: 28.01111 diff 0.0001448959 Iteration: 21 ELBO: -101108 tau: 1.401626 beta: 30.26468 diff 0.000135335 Iteration: 22 ELBO: -101095.2 tau: 1.401472 beta: 32.53529 diff 0.0001269698 Iteration: 23 ELBO: -101083.1 tau: 1.401341 beta: 34.81082 diff 0.0001195113 Iteration: 24 ELBO: -101071.7 tau: 1.401233 beta: 37.07943 diff 0.0001128089 Iteration: 25 ELBO: -101060.9 tau: 1.401146 beta: 39.3296 diff 0.0001068093 Iteration: 26 ELBO: -101050.6 tau: 1.40108 beta: 41.55018 diff 0.0001015136 After 27 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101725.2 tau: 1.428565 beta: 1.852525 diff Inf Iteration: 2 ELBO: -100811.1 tau: 1.433752 beta: 2.165619 diff 0.008985982 Iteration: 3 ELBO: -100528.4 tau: 1.440148 beta: 2.659011 diff 0.002804147 Iteration: 4 ELBO: -100338.4 tau: 1.445405 beta: 3.312092 diff 0.001889632 Iteration: 5 ELBO: -100188.6 tau: 1.449222 beta: 4.124802 diff 0.001493727 Iteration: 6 ELBO: -100058.7 tau: 1.452418 beta: 5.094637 diff 0.001295984 Iteration: 7 ELBO: -99944.5 tau: 1.455225 beta: 6.22214 diff 0.001141471 Iteration: 8 ELBO: -99844.74 tau: 1.457635 beta: 7.509004 diff 0.0009981832 Iteration: 9 ELBO: -99758.2 tau: 1.459665 beta: 8.954994 diff 0.0008667018 Iteration: 10 ELBO: -99684.4 tau: 1.461301 beta: 10.55845 diff 0.000739792 Iteration: 11 ELBO: -99622.65 tau: 1.462536 beta: 12.31367 diff 0.0006194976 Iteration: 12 ELBO: -99571.66 tau: 1.463407 beta: 14.2091 diff 0.0005118108 Iteration: 13 ELBO: -99529.82 tau: 1.463973 beta: 16.22914 diff 0.000420177 Iteration: 14 ELBO: -99495.38 tau: 1.464306 beta: 18.3558 diff 0.0003460779 Iteration: 15 ELBO: -99466.71 tau: 1.464474 beta: 20.56943 diff 0.0002881421 Iteration: 16 ELBO: -99442.55 tau: 1.464534 beta: 22.84909 diff 0.000242881 Iteration: 17 ELBO: -99422.01 tau: 1.464525 beta: 25.17322 diff 0.0002065602 Iteration: 18 ELBO: -99404.48 tau: 1.464469 beta: 27.52046 diff 0.0001763529 Iteration: 19 ELBO: -99389.51 tau: 1.464379 beta: 29.87041 diff 0.0001505039 Iteration: 20 ELBO: -99376.79 tau: 1.464263 beta: 32.20433 diff 0.0001280466 Iteration: 21 ELBO: -99366.01 tau: 1.464124 beta: 34.5055 diff 0.0001084734 After 22 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99997.18 tau: 1.493627 beta: 1.826393 diff Inf Iteration: 2 ELBO: -99056.29 tau: 1.499624 beta: 2.138902 diff 0.009409226 Iteration: 3 ELBO: -98752.69 tau: 1.507574 beta: 2.619219 diff 0.00306489 Iteration: 4 ELBO: -98553.1 tau: 1.513797 beta: 3.248084 diff 0.002021086 Iteration: 5 ELBO: -98406.88 tau: 1.517559 beta: 4.038505 diff 0.00148371 Iteration: 6 ELBO: -98289.78 tau: 1.519926 beta: 5.005433 diff 0.00118995 Iteration: 7 ELBO: -98191.59 tau: 1.521557 beta: 6.163742 diff 0.0009989666 Iteration: 8 ELBO: -98107.68 tau: 1.522732 beta: 7.52673 diff 0.0008545947 Iteration: 9 ELBO: -98035.43 tau: 1.523584 beta: 9.103436 diff 0.0007363942 Iteration: 10 ELBO: -97973.26 tau: 1.524184 beta: 10.89772 diff 0.0006341944 Iteration: 11 ELBO: -97920.03 tau: 1.524568 beta: 12.90861 diff 0.000543331 Iteration: 12 ELBO: -97874.69 tau: 1.524763 beta: 15.13072 diff 0.0004629675 Iteration: 13 ELBO: -97836.19 tau: 1.524803 beta: 17.55423 diff 0.0003933787 Iteration: 14 ELBO: -97803.51 tau: 1.524722 beta: 20.16477 diff 0.0003340584 Iteration: 15 ELBO: -97775.76 tau: 1.524554 beta: 22.94368 diff 0.0002836927 Iteration: 16 ELBO: -97752.22 tau: 1.524322 beta: 25.86872 diff 0.0002408023 Iteration: 17 ELBO: -97732.26 tau: 1.524045 beta: 28.91517 diff 0.0002041428 Iteration: 18 ELBO: -97715.37 tau: 1.523736 beta: 32.05713 diff 0.000172797 Iteration: 19 ELBO: -97701.1 tau: 1.523403 beta: 35.26886 diff 0.000146095 Iteration: 20 ELBO: -97689.03 tau: 1.523055 beta: 38.52577 diff 0.0001234919 Iteration: 21 ELBO: -97678.83 tau: 1.522697 beta: 41.80519 diff 0.0001044821 After 22 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98477.06 tau: 1.550979 beta: 1.875088 diff Inf Iteration: 2 ELBO: -97560.39 tau: 1.555898 beta: 2.209984 diff 0.009308453 Iteration: 3 ELBO: -97277.77 tau: 1.562608 beta: 2.727614 diff 0.0028969 Iteration: 4 ELBO: -97090.31 tau: 1.568111 beta: 3.409614 diff 0.001927049 Iteration: 5 ELBO: -96951.97 tau: 1.571489 beta: 4.267225 diff 0.001424805 Iteration: 6 ELBO: -96841.5 tau: 1.573603 beta: 5.312482 diff 0.001139507 Iteration: 7 ELBO: -96749.96 tau: 1.575023 beta: 6.554337 diff 0.0009452193 Iteration: 8 ELBO: -96672.73 tau: 1.576016 beta: 7.998001 diff 0.0007982375 Iteration: 9 ELBO: -96606.82 tau: 1.576728 beta: 9.644199 diff 0.0006817941 Iteration: 10 ELBO: -96550.32 tau: 1.577236 beta: 11.48948 diff 0.0005848424 Iteration: 11 ELBO: -96501.81 tau: 1.577581 beta: 13.52696 diff 0.0005024582 Iteration: 12 ELBO: -96460.04 tau: 1.577791 beta: 15.74714 diff 0.0004328325 Iteration: 13 ELBO: -96423.89 tau: 1.577892 beta: 18.13871 diff 0.0003747183 Iteration: 14 ELBO: -96392.41 tau: 1.577906 beta: 20.68925 diff 0.0003264876 Iteration: 15 ELBO: -96364.83 tau: 1.577853 beta: 23.38567 diff 0.0002861756 Iteration: 16 ELBO: -96340.56 tau: 1.577747 beta: 26.21443 diff 0.0002518276 Iteration: 17 ELBO: -96319.19 tau: 1.577597 beta: 29.1615 diff 0.0002218081 Iteration: 18 ELBO: -96300.41 tau: 1.577406 beta: 32.21228 diff 0.0001949709 Iteration: 19 ELBO: -96283.97 tau: 1.577179 beta: 35.35156 diff 0.0001706776 Iteration: 20 ELBO: -96269.66 tau: 1.576918 beta: 38.56376 diff 0.0001486878 Iteration: 21 ELBO: -96257.24 tau: 1.576627 beta: 41.83331 diff 0.0001289814 Iteration: 22 ELBO: -96246.5 tau: 1.576311 beta: 45.14524 diff 0.0001115905 After 23 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97134.8 tau: 1.603388 beta: 1.904583 diff Inf Iteration: 2 ELBO: -96241.39 tau: 1.607012 beta: 2.284156 diff 0.009197567 Iteration: 3 ELBO: -95953.85 tau: 1.613788 beta: 2.853028 diff 0.002987675 Iteration: 4 ELBO: -95747.27 tau: 1.620403 beta: 3.587925 diff 0.002152974 Iteration: 5 ELBO: -95594.18 tau: 1.624814 beta: 4.506308 diff 0.001598898 Iteration: 6 ELBO: -95476.79 tau: 1.627417 beta: 5.63023 diff 0.001227939 Iteration: 7 ELBO: -95382.73 tau: 1.62893 beta: 6.97857 diff 0.0009851745 Iteration: 8 ELBO: -95305.01 tau: 1.629806 beta: 8.565006 diff 0.0008148602 Iteration: 9 ELBO: -95239.5 tau: 1.6303 beta: 10.39682 diff 0.0006874026 Iteration: 10 ELBO: -95183.64 tau: 1.630561 beta: 12.47439 diff 0.000586444 Iteration: 11 ELBO: -95135.8 tau: 1.63067 beta: 14.79113 diff 0.0005026387 Iteration: 12 ELBO: -95094.8 tau: 1.630672 beta: 17.33397 diff 0.0004309261 Iteration: 13 ELBO: -95059.75 tau: 1.630591 beta: 20.08445 diff 0.0003686018 Iteration: 14 ELBO: -95029.88 tau: 1.63044 beta: 23.02062 diff 0.0003142378 Iteration: 15 ELBO: -95004.5 tau: 1.630229 beta: 26.11892 diff 0.0002670757 Iteration: 16 ELBO: -94982.97 tau: 1.629966 beta: 29.35585 diff 0.0002266042 Iteration: 17 ELBO: -94964.71 tau: 1.629659 beta: 32.70899 diff 0.0001922852 Iteration: 18 ELBO: -94949.18 tau: 1.629316 beta: 36.15774 diff 0.000163462 Iteration: 19 ELBO: -94935.95 tau: 1.628944 beta: 39.68388 diff 0.0001394062 Iteration: 20 ELBO: -94924.61 tau: 1.62855 beta: 43.27191 diff 0.0001194024 Iteration: 21 ELBO: -94914.85 tau: 1.628141 beta: 46.90927 diff 0.0001028015 After 22 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95882.99 tau: 1.655113 beta: 1.879476 diff Inf Iteration: 2 ELBO: -94986.49 tau: 1.659166 beta: 2.243498 diff 0.009349991 Iteration: 3 ELBO: -94707.48 tau: 1.665787 beta: 2.803811 diff 0.002937278 Iteration: 4 ELBO: -94517.57 tau: 1.671609 beta: 3.540715 diff 0.002005245 Iteration: 5 ELBO: -94373.99 tau: 1.675439 beta: 4.468443 diff 0.001519148 Iteration: 6 ELBO: -94258.82 tau: 1.677848 beta: 5.608106 diff 0.001220325 Iteration: 7 ELBO: -94163.51 tau: 1.679357 beta: 6.981422 diff 0.001011181 Iteration: 8 ELBO: -94083.28 tau: 1.680286 beta: 8.607946 diff 0.0008519554 Iteration: 9 ELBO: -94015.06 tau: 1.680827 beta: 10.50263 diff 0.0007251816 Iteration: 10 ELBO: -93956.63 tau: 1.681109 beta: 12.67332 diff 0.0006214719 Iteration: 11 ELBO: -93906.44 tau: 1.681215 beta: 15.11943 diff 0.0005341873 Iteration: 12 ELBO: -93863.34 tau: 1.681194 beta: 17.83218 diff 0.0004589341 Iteration: 13 ELBO: -93826.4 tau: 1.681075 beta: 20.79605 diff 0.0003936 Iteration: 14 ELBO: -93794.74 tau: 1.680882 beta: 23.99007 diff 0.0003373923 Iteration: 15 ELBO: -93767.58 tau: 1.680635 beta: 27.38855 diff 0.0002895576 Iteration: 16 ELBO: -93744.24 tau: 1.680351 beta: 30.96189 diff 0.0002489377 Iteration: 17 ELBO: -93724.15 tau: 1.680046 beta: 34.67782 diff 0.0002142388 Iteration: 18 ELBO: -93706.88 tau: 1.679728 beta: 38.50305 diff 0.0001843498 Iteration: 19 ELBO: -93692.03 tau: 1.679401 beta: 42.40495 diff 0.0001584593 Iteration: 20 ELBO: -93679.28 tau: 1.679068 beta: 46.35301 diff 0.0001360175 Iteration: 21 ELBO: -93668.36 tau: 1.67873 beta: 50.31983 diff 0.0001166412 Iteration: 22 ELBO: -93658.99 tau: 1.678389 beta: 54.28159 diff 0.0001000236 After 23 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94665.89 tau: 1.707826 beta: 1.903918 diff Inf Iteration: 2 ELBO: -93757.49 tau: 1.713422 beta: 2.244708 diff 0.009595778 Iteration: 3 ELBO: -93477.59 tau: 1.72026 beta: 2.791589 diff 0.002985393 Iteration: 4 ELBO: -93291.42 tau: 1.725768 beta: 3.524813 diff 0.001991593 Iteration: 5 ELBO: -93153.04 tau: 1.729091 beta: 4.456964 diff 0.00148326 Iteration: 6 ELBO: -93042.41 tau: 1.731028 beta: 5.608236 diff 0.001187703 Iteration: 7 ELBO: -92950.18 tau: 1.732172 beta: 7.001066 diff 0.0009911834 Iteration: 8 ELBO: -92871.68 tau: 1.73284 beta: 8.657109 diff 0.0008446197 Iteration: 9 ELBO: -92804.2 tau: 1.7332 beta: 10.59477 diff 0.000726579 Iteration: 10 ELBO: -92746.02 tau: 1.733347 beta: 12.82712 diff 0.0006268708 Iteration: 11 ELBO: -92695.92 tau: 1.733338 beta: 15.36018 diff 0.0005402593 Iteration: 12 ELBO: -92652.91 tau: 1.733211 beta: 18.19194 diff 0.0004639908 Iteration: 13 ELBO: -92616.15 tau: 1.732988 beta: 21.3122 diff 0.0003966563 Iteration: 14 ELBO: -92584.89 tau: 1.732686 beta: 24.70352 diff 0.0003375888 Iteration: 15 ELBO: -92558.37 tau: 1.732321 beta: 28.34274 diff 0.0002864242 Iteration: 16 ELBO: -92535.9 tau: 1.731903 beta: 32.20278 diff 0.0002427353 Iteration: 17 ELBO: -92516.85 tau: 1.731448 beta: 36.25449 diff 0.0002058909 Iteration: 18 ELBO: -92500.65 tau: 1.730967 beta: 40.46831 diff 0.0001751265 Iteration: 19 ELBO: -92486.81 tau: 1.73047 beta: 44.81578 diff 0.0001496473 Iteration: 20 ELBO: -92474.9 tau: 1.729967 beta: 49.27053 diff 0.0001286842 Iteration: 21 ELBO: -92464.59 tau: 1.729465 beta: 53.80911 diff 0.0001115199 After 22 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.232135 [SoftImpute] Iter 1: observed MAE=0.006661 rank=943 [SoftImpute] Iter 2: observed MAE=0.006572 rank=943 [SoftImpute] Iter 3: observed MAE=0.006572 rank=943 [SoftImpute] Iter 4: observed MAE=0.006573 rank=943 [SoftImpute] Iter 5: observed MAE=0.006573 rank=943 [SoftImpute] Iter 6: observed MAE=0.006574 rank=943 [SoftImpute] Iter 7: observed MAE=0.006574 rank=942 [SoftImpute] Iter 8: observed MAE=0.006574 rank=939 [SoftImpute] Iter 9: observed MAE=0.006574 rank=938 [SoftImpute] Iter 10: observed MAE=0.006574 rank=937 [SoftImpute] Iter 11: observed MAE=0.006574 rank=935 [SoftImpute] Iter 12: observed MAE=0.006574 rank=934 [SoftImpute] Iter 13: observed MAE=0.006574 rank=933 [SoftImpute] Iter 14: observed MAE=0.006574 rank=931 [SoftImpute] Iter 15: observed MAE=0.006574 rank=929 [SoftImpute] Iter 16: observed MAE=0.006573 rank=927 [SoftImpute] Iter 17: observed MAE=0.006573 rank=925 [SoftImpute] Iter 18: observed MAE=0.006573 rank=924 [SoftImpute] Iter 19: observed MAE=0.006572 rank=921 [SoftImpute] Iter 20: observed MAE=0.006571 rank=918 [SoftImpute] Iter 21: observed MAE=0.006571 rank=917 [SoftImpute] Iter 22: observed MAE=0.006570 rank=914 [SoftImpute] Iter 23: observed MAE=0.006570 rank=913 [SoftImpute] Iter 24: observed MAE=0.006569 rank=910 [SoftImpute] Iter 25: observed MAE=0.006568 rank=908 [SoftImpute] Iter 26: observed MAE=0.006568 rank=907 [SoftImpute] Iter 27: observed MAE=0.006567 rank=905 [SoftImpute] Iter 28: observed MAE=0.006566 rank=902 [SoftImpute] Iter 29: observed MAE=0.006565 rank=900 [SoftImpute] Iter 30: observed MAE=0.006564 rank=899 [SoftImpute] Iter 31: observed MAE=0.006564 rank=897 [SoftImpute] Iter 32: observed MAE=0.006563 rank=894 [SoftImpute] Iter 33: observed MAE=0.006562 rank=891 [SoftImpute] Iter 34: observed MAE=0.006560 rank=889 [SoftImpute] Iter 35: observed MAE=0.006559 rank=887 [SoftImpute] Iter 36: observed MAE=0.006558 rank=885 [SoftImpute] Iter 37: observed MAE=0.006558 rank=883 [SoftImpute] Iter 38: observed MAE=0.006556 rank=881 [SoftImpute] Iter 39: observed MAE=0.006555 rank=879 [SoftImpute] Iter 40: observed MAE=0.006554 rank=878 [SoftImpute] Iter 41: observed MAE=0.006553 rank=876 [SoftImpute] Iter 42: observed MAE=0.006552 rank=874 [SoftImpute] Iter 43: observed MAE=0.006551 rank=872 [SoftImpute] Iter 44: observed MAE=0.006550 rank=868 [SoftImpute] Iter 45: observed MAE=0.006548 rank=867 [SoftImpute] Iter 46: observed MAE=0.006547 rank=866 [SoftImpute] Iter 47: observed MAE=0.006546 rank=863 [SoftImpute] Iter 48: observed MAE=0.006545 rank=861 [SoftImpute] Iter 49: observed MAE=0.006544 rank=860 [SoftImpute] Iter 50: observed MAE=0.006542 rank=857 [SoftImpute] Iter 51: observed MAE=0.006541 rank=855 [SoftImpute] Iter 52: observed MAE=0.006539 rank=853 [SoftImpute] Iter 53: observed MAE=0.006538 rank=851 [SoftImpute] Iter 54: observed MAE=0.006537 rank=850 [SoftImpute] Iter 55: observed MAE=0.006535 rank=847 [SoftImpute] Iter 56: observed MAE=0.006534 rank=845 [SoftImpute] Iter 57: observed MAE=0.006533 rank=843 [SoftImpute] Iter 58: observed MAE=0.006531 rank=842 [SoftImpute] Iter 59: observed MAE=0.006530 rank=840 [SoftImpute] Iter 60: observed MAE=0.006529 rank=838 [SoftImpute] Iter 61: observed MAE=0.006527 rank=836 [SoftImpute] Iter 62: observed MAE=0.006526 rank=834 [SoftImpute] Iter 63: observed MAE=0.006524 rank=832 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1468 missing, elapsed time: 4.037 Imputing row 101/943 with 1636 missing, elapsed time: 5.550 Imputing row 201/943 with 1365 missing, elapsed time: 7.080 Imputing row 301/943 with 1463 missing, elapsed time: 8.602 Imputing row 401/943 with 1566 missing, elapsed time: 10.104 Imputing row 501/943 with 1624 missing, elapsed time: 11.615 Imputing row 601/943 with 1557 missing, elapsed time: 13.131 Imputing row 701/943 with 1655 missing, elapsed time: 14.640 Imputing row 801/943 with 1660 missing, elapsed time: 16.158 Imputing row 901/943 with 1584 missing, elapsed time: 17.664 [KNN] Warning: 28449/1586126 still missing after imputation, replacing with 0 ########### perturbation 48 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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70/1000 | took 0.0 sec Epoch 71/1000 | took 0.0 sec Epoch 72/1000 | took 0.0 sec Epoch 73/1000 | took 0.0 sec Epoch 74/1000 | took 0.0 sec Epoch 75/1000 | took 0.0 sec Epoch 76/1000 | took 0.0 sec Epoch 77/1000 | took 0.0 sec Epoch 78/1000 | took 0.0 sec Epoch 79/1000 | took 0.0 sec Epoch 80/1000 | took 0.0 sec Epoch 81/1000 | took 0.0 sec Epoch 82/1000 | took 0.0 sec Epoch 83/1000 | took 0.0 sec Epoch 84/1000 | took 0.0 sec Epoch 85/1000 | took 0.0 sec Epoch 86/1000 | took 0.0 sec Epoch 87/1000 | took 0.0 sec Epoch 88/1000 | took 0.0 sec Epoch 89/1000 | took 0.0 sec Epoch 90/1000 | took 0.0 sec Epoch 91/1000 | took 0.0 sec Epoch 92/1000 | took 0.0 sec Epoch 93/1000 | took 0.0 sec Epoch 94/1000 | took 0.0 sec Epoch 95/1000 | took 0.0 sec Epoch 96/1000 | took 0.0 sec Epoch 97/1000 | took 0.0 sec Epoch 98/1000 | took 0.0 sec Epoch 99/1000 | took 0.0 sec Epoch 100/1000 | took 0.0 sec Epoch 101/1000 | took 0.0 sec Epoch 102/1000 | took 0.0 sec Epoch 103/1000 | took 0.0 sec Epoch 104/1000 | took 0.0 sec Epoch 105/1000 | took 0.0 sec Epoch 106/1000 | took 0.0 sec Epoch 107/1000 | took 0.0 sec Epoch 108/1000 | took 0.0 sec Epoch 109/1000 | took 0.0 sec Epoch 110/1000 | took 0.0 sec Epoch 111/1000 | took 0.0 sec Epoch 112/1000 | took 0.0 sec Epoch 113/1000 | took 0.0 sec Epoch 114/1000 | took 0.0 sec Epoch 115/1000 | took 0.0 sec Epoch 116/1000 | took 0.0 sec Epoch 117/1000 | took 0.0 sec Epoch 118/1000 | took 0.0 sec Epoch 119/1000 | took 0.0 sec Epoch 120/1000 | took 0.0 sec Epoch 121/1000 | took 0.0 sec Epoch 122/1000 | took 0.0 sec Epoch 123/1000 | took 0.0 sec Epoch 124/1000 | took 0.0 sec Epoch 125/1000 | took 0.0 sec Epoch 126/1000 | took 0.0 sec Epoch 127/1000 | took 0.0 sec Epoch 128/1000 | took 0.0 sec Epoch 129/1000 | took 0.0 sec Epoch 130/1000 | took 0.0 sec Epoch 131/1000 | took 0.0 sec Epoch 132/1000 | took 0.0 sec Epoch 133/1000 | took 0.0 sec Epoch 134/1000 | took 0.0 sec Epoch 135/1000 | took 0.0 sec Epoch 136/1000 | took 0.0 sec Epoch 137/1000 | took 0.0 sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | took 0.0 sec Epoch 205/1000 | took 0.0 sec Epoch 206/1000 | took 0.0 sec Epoch 207/1000 | took 0.0 sec Epoch 208/1000 | took 0.0 sec Epoch 209/1000 | took 0.0 sec Epoch 210/1000 | took 0.0 sec Epoch 211/1000 | took 0.0 sec Epoch 212/1000 | took 0.0 sec Epoch 213/1000 | took 0.0 sec Epoch 214/1000 | took 0.0 sec Epoch 215/1000 | took 0.0 sec Epoch 216/1000 | took 0.0 sec Epoch 217/1000 | took 0.0 sec Epoch 218/1000 | took 0.0 sec Epoch 219/1000 | took 0.0 sec Epoch 220/1000 | took 0.0 sec Epoch 221/1000 | took 0.0 sec Epoch 222/1000 | took 0.0 sec Epoch 223/1000 | took 0.0 sec Epoch 224/1000 | took 0.0 sec Epoch 225/1000 | took 0.0 sec Epoch 226/1000 | took 0.0 sec Epoch 227/1000 | took 0.0 sec Epoch 228/1000 | took 0.0 sec Epoch 229/1000 | took 0.0 sec Epoch 230/1000 | took 0.0 sec Epoch 231/1000 | took 0.0 sec Epoch 232/1000 | took 0.0 sec Epoch 233/1000 | took 0.0 sec Epoch 234/1000 | took 0.0 sec Epoch 235/1000 | took 0.0 sec Epoch 236/1000 | took 0.0 sec Epoch 237/1000 | took 0.0 sec Epoch 238/1000 | took 0.0 sec Epoch 239/1000 | took 0.0 sec Epoch 240/1000 | took 0.0 sec Epoch 241/1000 | took 0.0 sec Epoch 242/1000 | took 0.0 sec Epoch 243/1000 | took 0.0 sec Epoch 244/1000 | took 0.0 sec Epoch 245/1000 | took 0.0 sec Epoch 246/1000 | took 0.0 sec Epoch 247/1000 | took 0.0 sec Epoch 248/1000 | took 0.0 sec Epoch 249/1000 | took 0.0 sec Epoch 250/1000 | took 0.0 sec Epoch 251/1000 | took 0.0 sec Epoch 252/1000 | took 0.0 sec Epoch 253/1000 | took 0.0 sec Epoch 254/1000 | took 0.0 sec Epoch 255/1000 | took 0.0 sec Epoch 256/1000 | took 0.0 sec Epoch 257/1000 | took 0.0 sec Epoch 258/1000 | took 0.0 sec Epoch 259/1000 | took 0.0 sec Epoch 260/1000 | took 0.0 sec Epoch 261/1000 | took 0.0 sec Epoch 262/1000 | took 0.0 sec Epoch 263/1000 | took 0.0 sec Epoch 264/1000 | took 0.0 sec Epoch 265/1000 | took 0.0 sec Epoch 266/1000 | took 0.0 sec Epoch 267/1000 | took 0.0 sec Epoch 268/1000 | took 0.0 sec Epoch 269/1000 | took 0.0 sec Epoch 270/1000 | took 0.0 sec Epoch 271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | 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sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 sec Epoch 438/1000 | took 0.0 sec Epoch 439/1000 | took 0.0 sec Epoch 440/1000 | took 0.0 sec Epoch 441/1000 | took 0.0 sec Epoch 442/1000 | took 0.0 sec Epoch 443/1000 | took 0.0 sec Epoch 444/1000 | took 0.0 sec Epoch 445/1000 | took 0.0 sec Epoch 446/1000 | took 0.0 sec Epoch 447/1000 | took 0.0 sec Epoch 448/1000 | took 0.0 sec Epoch 449/1000 | took 0.0 sec Epoch 450/1000 | took 0.0 sec Epoch 451/1000 | took 0.0 sec Epoch 452/1000 | took 0.0 sec Epoch 453/1000 | took 0.0 sec Epoch 454/1000 | took 0.0 sec Epoch 455/1000 | took 0.0 sec Epoch 456/1000 | took 0.0 sec Epoch 457/1000 | took 0.0 sec Epoch 458/1000 | took 0.0 sec Epoch 459/1000 | took 0.0 sec Epoch 460/1000 | took 0.0 sec Epoch 461/1000 | took 0.0 sec Epoch 462/1000 | took 0.0 sec Epoch 463/1000 | took 0.0 sec Epoch 464/1000 | took 0.0 sec Epoch 465/1000 | took 0.0 sec Epoch 466/1000 | took 0.0 sec Epoch 467/1000 | took 0.0 sec Epoch 468/1000 | took 0.0 sec Epoch 469/1000 | took 0.0 sec Epoch 470/1000 | took 0.0 sec Epoch 471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -215604 tau: 0.08839904 beta: 0.05979148 diff Inf Iteration: 2 ELBO: -130638.6 tau: 0.7070184 beta: 0.09946161 diff 0.394081 Iteration: 3 ELBO: -115149.1 tau: 1.086877 beta: 0.3788847 diff 0.1185676 Iteration: 4 ELBO: -113167.2 tau: 1.147999 beta: 0.777057 diff 0.01721095 Iteration: 5 ELBO: -112730.2 tau: 1.158765 beta: 1.047623 diff 0.003861547 Iteration: 6 ELBO: -112637 tau: 1.160261 beta: 1.200116 diff 0.0008271324 Iteration: 7 ELBO: -112617.4 tau: 1.160173 beta: 1.280799 diff 0.0001736048 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108654.7 tau: 1.199389 beta: 1.872013 diff Inf Iteration: 2 ELBO: -107695.7 tau: 1.206759 beta: 2.120502 diff 0.008825984 Iteration: 3 ELBO: -107201.2 tau: 1.221467 beta: 2.425432 diff 0.004591838 Iteration: 4 ELBO: -106557.1 tau: 1.245268 beta: 2.742846 diff 0.006008583 Iteration: 5 ELBO: -106080.1 tau: 1.26342 beta: 3.176488 diff 0.004476243 Iteration: 6 ELBO: -105854.3 tau: 1.271214 beta: 3.723649 diff 0.002127924 Iteration: 7 ELBO: -105738.4 tau: 1.274274 beta: 4.345061 diff 0.001095286 Iteration: 8 ELBO: -105667 tau: 1.275533 beta: 5.021143 diff 0.0006748798 Iteration: 9 ELBO: -105616.8 tau: 1.276015 beta: 5.748562 diff 0.0004753844 Iteration: 10 ELBO: -105577.5 tau: 1.276155 beta: 6.525969 diff 0.0003722762 Iteration: 11 ELBO: -105544.7 tau: 1.276152 beta: 7.350712 diff 0.0003107295 Iteration: 12 ELBO: -105516.5 tau: 1.276085 beta: 8.218865 diff 0.0002668023 Iteration: 13 ELBO: -105492.1 tau: 1.275989 beta: 9.12529 diff 0.0002313067 Iteration: 14 ELBO: -105470.9 tau: 1.275876 beta: 10.06373 diff 0.0002007361 Iteration: 15 ELBO: -105452.6 tau: 1.275752 beta: 11.02699 diff 0.0001737068 Iteration: 16 ELBO: -105436.8 tau: 1.275622 beta: 12.00717 diff 0.0001496307 Iteration: 17 ELBO: -105423.3 tau: 1.275488 beta: 12.99599 diff 0.0001282143 Iteration: 18 ELBO: -105411.8 tau: 1.275352 beta: 13.98505 diff 0.0001092649 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105258 tau: 1.30639 beta: 1.880951 diff Inf Iteration: 2 ELBO: -104283 tau: 1.312612 beta: 2.18758 diff 0.009263015 Iteration: 3 ELBO: -103915 tau: 1.323257 beta: 2.632909 diff 0.003528972 Iteration: 4 ELBO: -103647.2 tau: 1.332789 beta: 3.217382 diff 0.002577672 Iteration: 5 ELBO: -103453.2 tau: 1.339008 beta: 3.965351 diff 0.001871038 Iteration: 6 ELBO: -103306.9 tau: 1.342884 beta: 4.886316 diff 0.001414334 Iteration: 7 ELBO: -103194.1 tau: 1.34528 beta: 5.979603 diff 0.001092387 Iteration: 8 ELBO: -103106.2 tau: 1.346721 beta: 7.240023 diff 0.0008518733 Iteration: 9 ELBO: -103037.2 tau: 1.347525 beta: 8.661056 diff 0.0006687164 Iteration: 10 ELBO: -102982.6 tau: 1.347898 beta: 10.23642 diff 0.0005297398 Iteration: 11 ELBO: -102938.8 tau: 1.347986 beta: 11.95995 diff 0.0004254357 Iteration: 12 ELBO: -102903.1 tau: 1.347891 beta: 13.8246 diff 0.0003470649 Iteration: 13 ELBO: -102873.5 tau: 1.347682 beta: 15.82145 diff 0.0002870833 Iteration: 14 ELBO: -102848.9 tau: 1.347403 beta: 17.93929 diff 0.0002398919 Iteration: 15 ELBO: -102828.1 tau: 1.347083 beta: 20.16463 diff 0.0002017553 Iteration: 16 ELBO: -102810.6 tau: 1.346739 beta: 22.48213 diff 0.0001702989 Iteration: 17 ELBO: -102795.8 tau: 1.346382 beta: 24.87515 diff 0.000144008 Iteration: 18 ELBO: -102783.3 tau: 1.346021 beta: 27.32635 diff 0.0001218731 Iteration: 19 ELBO: -102772.7 tau: 1.345659 beta: 29.81832 diff 0.0001031754 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103292.3 tau: 1.372684 beta: 1.874607 diff Inf Iteration: 2 ELBO: -102334.8 tau: 1.379748 beta: 2.158222 diff 0.00927057 Iteration: 3 ELBO: -102010.7 tau: 1.3895 beta: 2.559361 diff 0.003166405 Iteration: 4 ELBO: -101815.4 tau: 1.396156 beta: 3.076997 diff 0.001914861 Iteration: 5 ELBO: -101683.5 tau: 1.399657 beta: 3.723145 diff 0.001295653 Iteration: 6 ELBO: -101582.7 tau: 1.401633 beta: 4.503758 diff 0.0009911813 Iteration: 7 ELBO: -101501.6 tau: 1.40282 beta: 5.42183 diff 0.0007987664 Iteration: 8 ELBO: -101434.7 tau: 1.403509 beta: 6.479737 diff 0.0006584736 Iteration: 9 ELBO: -101378.6 tau: 1.40386 beta: 7.679015 diff 0.0005530725 Iteration: 10 ELBO: -101330.5 tau: 1.403996 beta: 9.019201 diff 0.0004742669 Iteration: 11 ELBO: -101288.5 tau: 1.40401 beta: 10.49721 diff 0.0004152965 Iteration: 12 ELBO: -101250.9 tau: 1.403973 beta: 12.10733 diff 0.0003708084 Iteration: 13 ELBO: -101216.8 tau: 1.403929 beta: 13.84185 diff 0.0003369194 Iteration: 14 ELBO: -101185.3 tau: 1.403905 beta: 15.69234 diff 0.000311272 Iteration: 15 ELBO: -101155.6 tau: 1.40392 beta: 17.65068 diff 0.0002932365 Iteration: 16 ELBO: -101126.9 tau: 1.403999 beta: 19.70845 diff 0.000283633 Iteration: 17 ELBO: -101098.3 tau: 1.404181 beta: 21.85389 diff 0.000283304 Iteration: 18 ELBO: -101068.8 tau: 1.404512 beta: 24.06816 diff 0.0002910381 Iteration: 19 ELBO: -101038.3 tau: 1.405023 beta: 26.32412 diff 0.0003019673 Iteration: 20 ELBO: -101007.2 tau: 1.4057 beta: 28.58943 diff 0.0003078087 Iteration: 21 ELBO: -100976.9 tau: 1.406476 beta: 30.8313 diff 0.0003006156 Iteration: 22 ELBO: -100948.8 tau: 1.407258 beta: 33.01971 diff 0.0002780003 Iteration: 23 ELBO: -100924.1 tau: 1.407964 beta: 35.12912 diff 0.0002443831 Iteration: 24 ELBO: -100903.2 tau: 1.408554 beta: 37.13985 diff 0.0002071797 Iteration: 25 ELBO: -100885.8 tau: 1.409024 beta: 39.03862 diff 0.000172321 Iteration: 26 ELBO: -100871.4 tau: 1.40939 beta: 40.81821 diff 0.0001425352 Iteration: 27 ELBO: -100859.5 tau: 1.409676 beta: 42.47641 diff 0.0001180466 After 28 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101442.2 tau: 1.439249 beta: 1.82776 diff Inf Iteration: 2 ELBO: -100497.7 tau: 1.446933 beta: 2.097995 diff 0.009310404 Iteration: 3 ELBO: -100201.6 tau: 1.454775 beta: 2.520534 diff 0.002946425 Iteration: 4 ELBO: -100011.5 tau: 1.460515 beta: 3.072302 diff 0.001897233 Iteration: 5 ELBO: -99874.67 tau: 1.464026 beta: 3.755543 diff 0.001368406 Iteration: 6 ELBO: -99769.13 tau: 1.466164 beta: 4.577812 diff 0.001056755 Iteration: 7 ELBO: -99683.82 tau: 1.46748 beta: 5.546404 diff 0.0008550461 Iteration: 8 ELBO: -99612.7 tau: 1.46829 beta: 6.667135 diff 0.0007135057 Iteration: 9 ELBO: -99552.45 tau: 1.468763 beta: 7.944156 diff 0.0006048354 Iteration: 10 ELBO: -99501.01 tau: 1.468991 beta: 9.379926 diff 0.0005167042 Iteration: 11 ELBO: -99456.83 tau: 1.469034 beta: 10.97544 diff 0.0004439902 Iteration: 12 ELBO: -99418.62 tau: 1.468941 beta: 12.73008 diff 0.0003842238 Iteration: 13 ELBO: -99385.28 tau: 1.468751 beta: 14.64117 diff 0.0003353875 Iteration: 14 ELBO: -99355.92 tau: 1.468499 beta: 16.70356 diff 0.0002953731 Iteration: 15 ELBO: -99329.87 tau: 1.468211 beta: 18.90947 diff 0.0002621725 Iteration: 16 ELBO: -99306.62 tau: 1.467909 beta: 21.24849 diff 0.0002340764 Iteration: 17 ELBO: -99285.79 tau: 1.467604 beta: 23.70777 diff 0.0002097362 Iteration: 18 ELBO: -99267.11 tau: 1.467306 beta: 26.27253 diff 0.000188154 Iteration: 19 ELBO: -99250.37 tau: 1.467018 beta: 28.92672 diff 0.0001686471 Iteration: 20 ELBO: -99235.4 tau: 1.466739 beta: 31.6538 diff 0.0001507967 Iteration: 21 ELBO: -99222.07 tau: 1.466469 beta: 34.43745 diff 0.0001343786 Iteration: 22 ELBO: -99210.23 tau: 1.466204 beta: 37.26217 diff 0.0001192922 Iteration: 23 ELBO: -99199.77 tau: 1.465943 beta: 40.11373 diff 0.0001055051 After 24 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -100004.2 tau: 1.49351 beta: 1.817641 diff Inf Iteration: 2 ELBO: -99030.6 tau: 1.50127 beta: 2.08957 diff 0.009735598 Iteration: 3 ELBO: -98719.09 tau: 1.510322 beta: 2.508263 diff 0.003145555 Iteration: 4 ELBO: -98521.12 tau: 1.51686 beta: 3.061718 diff 0.002005339 Iteration: 5 ELBO: -98378.11 tau: 1.520752 beta: 3.758185 diff 0.001451647 Iteration: 6 ELBO: -98266.79 tau: 1.523077 beta: 4.607303 diff 0.001131522 Iteration: 7 ELBO: -98177.04 tau: 1.524469 beta: 5.617109 diff 0.0009133272 Iteration: 8 ELBO: -98103.25 tau: 1.525276 beta: 6.792978 diff 0.0007516346 Iteration: 9 ELBO: -98041.9 tau: 1.52569 beta: 8.138718 diff 0.0006253256 Iteration: 10 ELBO: -97990.47 tau: 1.525825 beta: 9.656859 diff 0.0005245227 Iteration: 11 ELBO: -97946.97 tau: 1.525763 beta: 11.34802 diff 0.0004439567 Iteration: 12 ELBO: -97909.79 tau: 1.525566 beta: 13.21052 diff 0.0003795978 Iteration: 13 ELBO: -97877.66 tau: 1.525282 beta: 15.24058 diff 0.0003281379 Iteration: 14 ELBO: -97849.57 tau: 1.524948 beta: 17.4329 diff 0.0002870206 Iteration: 15 ELBO: -97824.68 tau: 1.524588 beta: 19.78114 diff 0.0002543215 Iteration: 16 ELBO: -97802.33 tau: 1.524225 beta: 22.27831 diff 0.0002285534 Iteration: 17 ELBO: -97781.94 tau: 1.523875 beta: 24.91638 diff 0.0002084422 Iteration: 18 ELBO: -97763.1 tau: 1.523552 beta: 27.68566 diff 0.0001926777 Iteration: 19 ELBO: -97745.53 tau: 1.523265 beta: 30.57447 diff 0.0001797562 Iteration: 20 ELBO: -97729.08 tau: 1.523015 beta: 33.5705 diff 0.0001682359 Iteration: 21 ELBO: -97713.7 tau: 1.522791 beta: 36.6625 diff 0.0001573657 Iteration: 22 ELBO: -97699.33 tau: 1.522585 beta: 39.84024 diff 0.0001471192 Iteration: 23 ELBO: -97685.9 tau: 1.52239 beta: 43.09278 diff 0.0001374791 Iteration: 24 ELBO: -97673.38 tau: 1.522206 beta: 46.40705 diff 0.0001281189 Iteration: 25 ELBO: -97661.79 tau: 1.522029 beta: 49.76731 diff 0.0001186285 Iteration: 26 ELBO: -97651.17 tau: 1.521857 beta: 53.15542 diff 0.0001087369 After 27 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98491.08 tau: 1.551131 beta: 1.839504 diff Inf Iteration: 2 ELBO: -97561.95 tau: 1.558063 beta: 2.130807 diff 0.009433665 Iteration: 3 ELBO: -97279.12 tau: 1.565227 beta: 2.587585 diff 0.002898984 Iteration: 4 ELBO: -97098.31 tau: 1.570525 beta: 3.188581 diff 0.001858666 Iteration: 5 ELBO: -96966.44 tau: 1.573633 beta: 3.941644 diff 0.001358104 Iteration: 6 ELBO: -96860.61 tau: 1.575559 beta: 4.857073 diff 0.001091419 Iteration: 7 ELBO: -96772.21 tau: 1.576835 beta: 5.945682 diff 0.0009126782 Iteration: 8 ELBO: -96697.61 tau: 1.577665 beta: 7.217469 diff 0.0007708665 Iteration: 9 ELBO: -96634.44 tau: 1.578157 beta: 8.67944 diff 0.0006532934 Iteration: 10 ELBO: -96580.81 tau: 1.578393 beta: 10.33446 diff 0.0005549612 Iteration: 11 ELBO: -96535.24 tau: 1.578432 beta: 12.18098 diff 0.0004718812 Iteration: 12 ELBO: -96496.51 tau: 1.578319 beta: 14.21316 diff 0.0004011245 Iteration: 13 ELBO: -96463.64 tau: 1.578087 beta: 16.42113 diff 0.0003406982 Iteration: 14 ELBO: -96435.75 tau: 1.577764 beta: 18.79148 diff 0.0002891405 Iteration: 15 ELBO: -96412.09 tau: 1.577372 beta: 21.30786 diff 0.0002452566 Iteration: 16 ELBO: -96392.04 tau: 1.576929 beta: 23.95185 diff 0.0002080272 Iteration: 17 ELBO: -96375.02 tau: 1.57645 beta: 26.70386 diff 0.0001765834 Iteration: 18 ELBO: -96360.54 tau: 1.575949 beta: 29.54406 diff 0.0001501805 Iteration: 19 ELBO: -96348.19 tau: 1.575437 beta: 32.45322 diff 0.0001281627 Iteration: 20 ELBO: -96337.6 tau: 1.574921 beta: 35.41329 diff 0.0001099378 After 21 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97163.04 tau: 1.60263 beta: 1.886889 diff Inf Iteration: 2 ELBO: -96247.25 tau: 1.607881 beta: 2.234387 diff 0.009425293 Iteration: 3 ELBO: -95937.93 tau: 1.616505 beta: 2.749663 diff 0.00321384 Iteration: 4 ELBO: -95712.68 tau: 1.624639 beta: 3.408598 diff 0.002347905 Iteration: 5 ELBO: -95543.93 tau: 1.630212 beta: 4.226807 diff 0.001763026 Iteration: 6 ELBO: -95416.29 tau: 1.633593 beta: 5.224297 diff 0.00133596 Iteration: 7 ELBO: -95317.24 tau: 1.635525 beta: 6.417151 diff 0.001038095 Iteration: 8 ELBO: -95238.15 tau: 1.636566 beta: 7.817479 diff 0.0008296778 Iteration: 9 ELBO: -95173.56 tau: 1.637057 beta: 9.433557 diff 0.0006781983 Iteration: 10 ELBO: -95119.97 tau: 1.637201 beta: 11.26938 diff 0.0005631665 Iteration: 11 ELBO: -95075.03 tau: 1.637118 beta: 13.32453 diff 0.0004724172 Iteration: 12 ELBO: -95037.11 tau: 1.636883 beta: 15.59423 diff 0.0003988587 Iteration: 13 ELBO: -95004.96 tau: 1.636546 beta: 18.06949 diff 0.000338226 Iteration: 14 ELBO: -94977.63 tau: 1.636141 beta: 20.73744 diff 0.000287737 Iteration: 15 ELBO: -94954.32 tau: 1.63569 beta: 23.58173 diff 0.0002454115 Iteration: 16 ELBO: -94934.4 tau: 1.635213 beta: 26.58308 diff 0.0002097393 Iteration: 17 ELBO: -94917.36 tau: 1.634721 beta: 29.72002 diff 0.0001795243 Iteration: 18 ELBO: -94902.76 tau: 1.634224 beta: 32.96967 diff 0.0001538124 Iteration: 19 ELBO: -94890.25 tau: 1.633728 beta: 36.30859 diff 0.0001318494 Iteration: 20 ELBO: -94879.52 tau: 1.633237 beta: 39.71363 diff 0.0001130448 After 21 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95715.12 tau: 1.662514 beta: 1.868191 diff Inf Iteration: 2 ELBO: -94814 tau: 1.667112 beta: 2.217776 diff 0.009414595 Iteration: 3 ELBO: -94539.45 tau: 1.673668 beta: 2.757829 diff 0.002895664 Iteration: 4 ELBO: -94356.18 tau: 1.679085 beta: 3.472533 diff 0.001938503 Iteration: 5 ELBO: -94219.17 tau: 1.682357 beta: 4.380149 diff 0.001452033 Iteration: 6 ELBO: -94108.57 tau: 1.684262 beta: 5.506075 diff 0.001173931 Iteration: 7 ELBO: -94015.49 tau: 1.685412 beta: 6.876515 diff 0.0009890413 Iteration: 8 ELBO: -93935.41 tau: 1.686134 beta: 8.515349 diff 0.0008517945 Iteration: 9 ELBO: -93865.52 tau: 1.686604 beta: 10.44174 diff 0.00074401 Iteration: 10 ELBO: -93803.87 tau: 1.686929 beta: 12.66805 diff 0.0006567406 Iteration: 11 ELBO: -93749.11 tau: 1.687176 beta: 15.1981 diff 0.0005838406 Iteration: 12 ELBO: -93700.34 tau: 1.687384 beta: 18.026 diff 0.0005201577 Iteration: 13 ELBO: -93657.09 tau: 1.687566 beta: 21.13658 diff 0.0004616205 Iteration: 14 ELBO: -93619.07 tau: 1.687713 beta: 24.50743 diff 0.0004059109 Iteration: 15 ELBO: -93586.05 tau: 1.687804 beta: 28.11191 diff 0.0003527822 Iteration: 16 ELBO: -93557.66 tau: 1.687822 beta: 31.92181 diff 0.000303365 Iteration: 17 ELBO: -93533.43 tau: 1.687759 beta: 35.90906 diff 0.0002589338 Iteration: 18 ELBO: -93512.84 tau: 1.687616 beta: 40.0469 diff 0.0002201536 Iteration: 19 ELBO: -93495.35 tau: 1.687402 beta: 44.31073 diff 0.0001870338 Iteration: 20 ELBO: -93480.47 tau: 1.687128 beta: 48.67885 diff 0.0001591777 Iteration: 21 ELBO: -93467.75 tau: 1.686806 beta: 53.13268 diff 0.0001359981 Iteration: 22 ELBO: -93456.83 tau: 1.686449 beta: 57.65674 diff 0.0001168367 Iteration: 23 ELBO: -93447.39 tau: 1.686067 beta: 62.23826 diff 0.0001010365 After 24 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94493.14 tau: 1.715222 beta: 1.910081 diff Inf Iteration: 2 ELBO: -93590.96 tau: 1.720529 beta: 2.249335 diff 0.00954755 Iteration: 3 ELBO: -93315.93 tau: 1.72717 beta: 2.78487 diff 0.002938679 Iteration: 4 ELBO: -93132.49 tau: 1.732542 beta: 3.497687 diff 0.001965737 Iteration: 5 ELBO: -92992.09 tau: 1.736008 beta: 4.400657 diff 0.001507518 Iteration: 6 ELBO: -92876.22 tau: 1.738351 beta: 5.512004 diff 0.001246042 Iteration: 7 ELBO: -92777.97 tau: 1.740022 beta: 6.850585 diff 0.001057893 Iteration: 8 ELBO: -92694.08 tau: 1.741221 beta: 8.433258 diff 0.0009041722 Iteration: 9 ELBO: -92622.45 tau: 1.742047 beta: 10.27358 diff 0.0007727481 Iteration: 10 ELBO: -92561.4 tau: 1.742566 beta: 12.38074 diff 0.0006591741 Iteration: 11 ELBO: -92509.45 tau: 1.742834 beta: 14.7583 diff 0.0005612503 Iteration: 12 ELBO: -92465.32 tau: 1.742901 beta: 17.40325 diff 0.0004770343 Iteration: 13 ELBO: -92427.9 tau: 1.742811 beta: 20.30572 diff 0.0004046852 Iteration: 14 ELBO: -92396.23 tau: 1.742599 beta: 23.44925 diff 0.000342613 Iteration: 15 ELBO: -92369.48 tau: 1.742294 beta: 26.8116 diff 0.0002895018 Iteration: 16 ELBO: -92346.92 tau: 1.74192 beta: 30.36604 diff 0.0002442535 Iteration: 17 ELBO: -92327.9 tau: 1.741496 beta: 34.08294 diff 0.000205908 Iteration: 18 ELBO: -92311.88 tau: 1.741038 beta: 37.93133 diff 0.0001735802 Iteration: 19 ELBO: -92298.36 tau: 1.74056 beta: 41.88034 diff 0.000146439 Iteration: 20 ELBO: -92286.94 tau: 1.740071 beta: 45.90042 diff 0.0001237165 Iteration: 21 ELBO: -92277.28 tau: 1.739578 beta: 49.96411 diff 0.0001047228 After 22 iteration ends!
R[write to console]: Factor 10 retained!
Iteration: 1 ELBO: -93268.87 tau: 1.769315 beta: 1.883429 diff Inf Iteration: 2 ELBO: -92366.36 tau: 1.77337 beta: 2.234191 diff 0.009676466 Iteration: 3 ELBO: -92076.51 tau: 1.780663 beta: 2.769877 diff 0.003138053 Iteration: 4 ELBO: -91878.19 tau: 1.787389 beta: 3.470631 diff 0.002153814 Iteration: 5 ELBO: -91730.68 tau: 1.791809 beta: 4.35528 diff 0.001605583 Iteration: 6 ELBO: -91614.86 tau: 1.794458 beta: 5.448611 diff 0.001262599 Iteration: 7 ELBO: -91520.5 tau: 1.795988 beta: 6.774183 diff 0.001029922 Iteration: 8 ELBO: -91441.91 tau: 1.796821 beta: 8.35236 diff 0.0008586991 Iteration: 9 ELBO: -91375.75 tau: 1.797196 beta: 10.1995 diff 0.0007235132 Iteration: 10 ELBO: -91319.73 tau: 1.797256 beta: 12.32689 diff 0.0006130495 Iteration: 11 ELBO: -91272.09 tau: 1.797095 beta: 14.73988 diff 0.0005217806 Iteration: 12 ELBO: -91231.39 tau: 1.796783 beta: 17.43786 diff 0.0004459159 Iteration: 13 ELBO: -91196.48 tau: 1.796366 beta: 20.41489 diff 0.0003826214 Iteration: 14 ELBO: -91166.4 tau: 1.795881 beta: 23.66073 diff 0.0003297793 Iteration: 15 ELBO: -91140.35 tau: 1.795352 beta: 27.16191 diff 0.0002857578 Iteration: 16 ELBO: -91117.64 tau: 1.794799 beta: 30.90283 diff 0.0002492396 Iteration: 17 ELBO: -91097.67 tau: 1.794237 beta: 34.86657 diff 0.0002191076 Iteration: 18 ELBO: -91079.97 tau: 1.793679 beta: 39.03546 diff 0.0001943689 Iteration: 19 ELBO: -91064.11 tau: 1.793135 beta: 43.39129 diff 0.0001741057 Iteration: 20 ELBO: -91049.77 tau: 1.792615 beta: 47.91517 diff 0.0001574402 Iteration: 21 ELBO: -91036.7 tau: 1.792124 beta: 52.58732 diff 0.0001435192 Iteration: 22 ELBO: -91024.73 tau: 1.791665 beta: 57.38687 diff 0.000131524 Iteration: 23 ELBO: -91013.74 tau: 1.791239 beta: 62.29204 diff 0.0001207154 Iteration: 24 ELBO: -91003.68 tau: 1.790843 beta: 67.28067 diff 0.0001105074 Iteration: 25 ELBO: -90994.54 tau: 1.790468 beta: 72.33121 diff 0.0001005407 After 26 iteration ends!
R[write to console]: Factor 11 zeroed out!
[SoftImpute] Max Singular Value of X_init = 513.298915 [SoftImpute] Iter 1: observed MAE=0.006662 rank=943 [SoftImpute] Iter 2: observed MAE=0.006575 rank=943 [SoftImpute] Iter 3: observed MAE=0.006575 rank=943 [SoftImpute] Iter 4: observed MAE=0.006576 rank=943 [SoftImpute] Iter 5: observed MAE=0.006576 rank=943 [SoftImpute] Iter 6: observed MAE=0.006576 rank=943 [SoftImpute] Iter 7: observed MAE=0.006577 rank=942 [SoftImpute] Iter 8: observed MAE=0.006577 rank=941 [SoftImpute] Iter 9: observed MAE=0.006577 rank=940 [SoftImpute] Iter 10: observed MAE=0.006577 rank=938 [SoftImpute] Iter 11: observed MAE=0.006577 rank=937 [SoftImpute] Iter 12: observed MAE=0.006577 rank=935 [SoftImpute] Iter 13: observed MAE=0.006577 rank=933 [SoftImpute] Iter 14: observed MAE=0.006577 rank=930 [SoftImpute] Iter 15: observed MAE=0.006577 rank=929 [SoftImpute] Iter 16: observed MAE=0.006576 rank=926 [SoftImpute] Iter 17: observed MAE=0.006576 rank=925 [SoftImpute] Iter 18: observed MAE=0.006575 rank=923 [SoftImpute] Iter 19: observed MAE=0.006575 rank=920 [SoftImpute] Iter 20: observed MAE=0.006574 rank=918 [SoftImpute] Iter 21: observed MAE=0.006574 rank=917 [SoftImpute] Iter 22: observed MAE=0.006573 rank=914 [SoftImpute] Iter 23: observed MAE=0.006573 rank=913 [SoftImpute] Iter 24: observed MAE=0.006572 rank=911 [SoftImpute] Iter 25: observed MAE=0.006572 rank=910 [SoftImpute] Iter 26: observed MAE=0.006571 rank=907 [SoftImpute] Iter 27: observed MAE=0.006570 rank=905 [SoftImpute] Iter 28: observed MAE=0.006570 rank=905 [SoftImpute] Iter 29: observed MAE=0.006569 rank=902 [SoftImpute] Iter 30: observed MAE=0.006568 rank=899 [SoftImpute] Iter 31: observed MAE=0.006567 rank=897 [SoftImpute] Iter 32: observed MAE=0.006566 rank=895 [SoftImpute] Iter 33: observed MAE=0.006565 rank=893 [SoftImpute] Iter 34: observed MAE=0.006565 rank=891 [SoftImpute] Iter 35: observed MAE=0.006564 rank=889 [SoftImpute] Iter 36: observed MAE=0.006563 rank=887 [SoftImpute] Iter 37: observed MAE=0.006562 rank=884 [SoftImpute] Iter 38: observed MAE=0.006560 rank=883 [SoftImpute] Iter 39: observed MAE=0.006559 rank=881 [SoftImpute] Iter 40: observed MAE=0.006558 rank=878 [SoftImpute] Iter 41: observed MAE=0.006557 rank=876 [SoftImpute] Iter 42: observed MAE=0.006556 rank=874 [SoftImpute] Iter 43: observed MAE=0.006555 rank=872 [SoftImpute] Iter 44: observed MAE=0.006554 rank=869 [SoftImpute] Iter 45: observed MAE=0.006552 rank=868 [SoftImpute] Iter 46: observed MAE=0.006551 rank=865 [SoftImpute] Iter 47: observed MAE=0.006550 rank=864 [SoftImpute] Iter 48: observed MAE=0.006549 rank=861 [SoftImpute] Iter 49: observed MAE=0.006547 rank=860 [SoftImpute] Iter 50: observed MAE=0.006546 rank=857 [SoftImpute] Iter 51: observed MAE=0.006545 rank=856 [SoftImpute] Iter 52: observed MAE=0.006543 rank=854 [SoftImpute] Iter 53: observed MAE=0.006542 rank=853 [SoftImpute] Iter 54: observed MAE=0.006541 rank=850 [SoftImpute] Iter 55: observed MAE=0.006539 rank=849 [SoftImpute] Iter 56: observed MAE=0.006538 rank=847 [SoftImpute] Iter 57: observed MAE=0.006537 rank=845 [SoftImpute] Iter 58: observed MAE=0.006535 rank=843 [SoftImpute] Iter 59: observed MAE=0.006534 rank=839 [SoftImpute] Iter 60: observed MAE=0.006532 rank=838 [SoftImpute] Iter 61: observed MAE=0.006531 rank=837 [SoftImpute] Iter 62: observed MAE=0.006529 rank=835 [SoftImpute] Iter 63: observed MAE=0.006528 rank=833 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1466 missing, elapsed time: 4.050 Imputing row 101/943 with 1631 missing, elapsed time: 5.601 Imputing row 201/943 with 1359 missing, elapsed time: 7.177 Imputing row 301/943 with 1451 missing, elapsed time: 8.684 Imputing row 401/943 with 1559 missing, elapsed time: 10.157 Imputing row 501/943 with 1619 missing, elapsed time: 11.641 Imputing row 601/943 with 1557 missing, elapsed time: 13.149 Imputing row 701/943 with 1652 missing, elapsed time: 14.653 Imputing row 801/943 with 1661 missing, elapsed time: 16.170 Imputing row 901/943 with 1583 missing, elapsed time: 17.719 [KNN] Warning: 33218/1586126 still missing after imputation, replacing with 0 ########### perturbation 49 start ############ Preprocessing data... Epoch 1/1000 | took 0.0 sec Epoch 2/1000 | took 0.0 sec Epoch 3/1000 | took 0.0 sec Epoch 4/1000 | took 0.0 sec Epoch 5/1000 | took 0.0 sec Epoch 6/1000 | took 0.0 sec Epoch 7/1000 | took 0.0 sec Epoch 8/1000 | took 0.0 sec Epoch 9/1000 | took 0.0 sec Epoch 10/1000 | took 0.0 sec Epoch 11/1000 | took 0.0 sec Epoch 12/1000 | took 0.0 sec Epoch 13/1000 | took 0.0 sec Epoch 14/1000 | took 0.0 sec Epoch 15/1000 | took 0.0 sec Epoch 16/1000 | took 0.0 sec Epoch 17/1000 | took 0.0 sec Epoch 18/1000 | took 0.0 sec Epoch 19/1000 | took 0.0 sec Epoch 20/1000 | took 0.0 sec Epoch 21/1000 | took 0.0 sec Epoch 22/1000 | took 0.0 sec Epoch 23/1000 | took 0.0 sec Epoch 24/1000 | took 0.0 sec Epoch 25/1000 | took 0.0 sec Epoch 26/1000 | took 0.0 sec Epoch 27/1000 | took 0.0 sec Epoch 28/1000 | took 0.0 sec Epoch 29/1000 | took 0.0 sec Epoch 30/1000 | took 0.0 sec Epoch 31/1000 | took 0.0 sec Epoch 32/1000 | took 0.0 sec Epoch 33/1000 | took 0.0 sec Epoch 34/1000 | took 0.0 sec Epoch 35/1000 | took 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sec Epoch 138/1000 | took 0.0 sec Epoch 139/1000 | took 0.0 sec Epoch 140/1000 | took 0.0 sec Epoch 141/1000 | took 0.0 sec Epoch 142/1000 | took 0.0 sec Epoch 143/1000 | took 0.0 sec Epoch 144/1000 | took 0.0 sec Epoch 145/1000 | took 0.0 sec Epoch 146/1000 | took 0.0 sec Epoch 147/1000 | took 0.0 sec Epoch 148/1000 | took 0.0 sec Epoch 149/1000 | took 0.0 sec Epoch 150/1000 | took 0.0 sec Epoch 151/1000 | took 0.0 sec Epoch 152/1000 | took 0.0 sec Epoch 153/1000 | took 0.0 sec Epoch 154/1000 | took 0.0 sec Epoch 155/1000 | took 0.0 sec Epoch 156/1000 | took 0.0 sec Epoch 157/1000 | took 0.0 sec Epoch 158/1000 | took 0.0 sec Epoch 159/1000 | took 0.0 sec Epoch 160/1000 | took 0.0 sec Epoch 161/1000 | took 0.0 sec Epoch 162/1000 | took 0.0 sec Epoch 163/1000 | took 0.0 sec Epoch 164/1000 | took 0.0 sec Epoch 165/1000 | took 0.0 sec Epoch 166/1000 | took 0.0 sec Epoch 167/1000 | took 0.0 sec Epoch 168/1000 | took 0.0 sec Epoch 169/1000 | took 0.0 sec Epoch 170/1000 | took 0.0 sec Epoch 171/1000 | took 0.0 sec Epoch 172/1000 | took 0.0 sec Epoch 173/1000 | took 0.0 sec Epoch 174/1000 | took 0.0 sec Epoch 175/1000 | took 0.0 sec Epoch 176/1000 | took 0.0 sec Epoch 177/1000 | took 0.0 sec Epoch 178/1000 | took 0.0 sec Epoch 179/1000 | took 0.0 sec Epoch 180/1000 | took 0.0 sec Epoch 181/1000 | took 0.0 sec Epoch 182/1000 | took 0.0 sec Epoch 183/1000 | took 0.0 sec Epoch 184/1000 | took 0.0 sec Epoch 185/1000 | took 0.0 sec Epoch 186/1000 | took 0.0 sec Epoch 187/1000 | took 0.0 sec Epoch 188/1000 | took 0.0 sec Epoch 189/1000 | took 0.0 sec Epoch 190/1000 | took 0.0 sec Epoch 191/1000 | took 0.0 sec Epoch 192/1000 | took 0.0 sec Epoch 193/1000 | took 0.0 sec Epoch 194/1000 | took 0.0 sec Epoch 195/1000 | took 0.0 sec Epoch 196/1000 | took 0.0 sec Epoch 197/1000 | took 0.0 sec Epoch 198/1000 | took 0.0 sec Epoch 199/1000 | took 0.0 sec Epoch 200/1000 | took 0.0 sec Epoch 201/1000 | took 0.0 sec Epoch 202/1000 | took 0.0 sec Epoch 203/1000 | took 0.0 sec Epoch 204/1000 | 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271/1000 | took 0.0 sec Epoch 272/1000 | took 0.0 sec Epoch 273/1000 | took 0.0 sec Epoch 274/1000 | took 0.0 sec Epoch 275/1000 | took 0.0 sec Epoch 276/1000 | took 0.0 sec Epoch 277/1000 | took 0.0 sec Epoch 278/1000 | took 0.0 sec Epoch 279/1000 | took 0.0 sec Epoch 280/1000 | took 0.0 sec Epoch 281/1000 | took 0.0 sec Epoch 282/1000 | took 0.0 sec Epoch 283/1000 | took 0.0 sec Epoch 284/1000 | took 0.0 sec Epoch 285/1000 | took 0.0 sec Epoch 286/1000 | took 0.0 sec Epoch 287/1000 | took 0.0 sec Epoch 288/1000 | took 0.0 sec Epoch 289/1000 | took 0.0 sec Epoch 290/1000 | took 0.0 sec Epoch 291/1000 | took 0.0 sec Epoch 292/1000 | took 0.0 sec Epoch 293/1000 | took 0.0 sec Epoch 294/1000 | took 0.0 sec Epoch 295/1000 | took 0.0 sec Epoch 296/1000 | took 0.0 sec Epoch 297/1000 | took 0.0 sec Epoch 298/1000 | took 0.0 sec Epoch 299/1000 | took 0.0 sec Epoch 300/1000 | took 0.0 sec Epoch 301/1000 | took 0.0 sec Epoch 302/1000 | took 0.0 sec Epoch 303/1000 | took 0.0 sec Epoch 304/1000 | took 0.0 sec Epoch 305/1000 | took 0.0 sec Epoch 306/1000 | took 0.0 sec Epoch 307/1000 | took 0.0 sec Epoch 308/1000 | took 0.0 sec Epoch 309/1000 | took 0.0 sec Epoch 310/1000 | took 0.0 sec Epoch 311/1000 | took 0.0 sec Epoch 312/1000 | took 0.0 sec Epoch 313/1000 | took 0.0 sec Epoch 314/1000 | took 0.0 sec Epoch 315/1000 | took 0.0 sec Epoch 316/1000 | took 0.0 sec Epoch 317/1000 | took 0.0 sec Epoch 318/1000 | took 0.0 sec Epoch 319/1000 | took 0.0 sec Epoch 320/1000 | took 0.0 sec Epoch 321/1000 | took 0.0 sec Epoch 322/1000 | took 0.0 sec Epoch 323/1000 | took 0.0 sec Epoch 324/1000 | took 0.0 sec Epoch 325/1000 | took 0.0 sec Epoch 326/1000 | took 0.0 sec Epoch 327/1000 | took 0.0 sec Epoch 328/1000 | took 0.0 sec Epoch 329/1000 | took 0.0 sec Epoch 330/1000 | took 0.0 sec Epoch 331/1000 | took 0.0 sec Epoch 332/1000 | took 0.0 sec Epoch 333/1000 | took 0.0 sec Epoch 334/1000 | took 0.0 sec Epoch 335/1000 | took 0.0 sec Epoch 336/1000 | took 0.0 sec Epoch 337/1000 | took 0.0 sec Epoch 338/1000 | took 0.0 sec Epoch 339/1000 | took 0.0 sec Epoch 340/1000 | took 0.0 sec Epoch 341/1000 | took 0.0 sec Epoch 342/1000 | took 0.0 sec Epoch 343/1000 | took 0.0 sec Epoch 344/1000 | took 0.0 sec Epoch 345/1000 | took 0.0 sec Epoch 346/1000 | took 0.0 sec Epoch 347/1000 | took 0.0 sec Epoch 348/1000 | took 0.0 sec Epoch 349/1000 | took 0.0 sec Epoch 350/1000 | took 0.0 sec Epoch 351/1000 | took 0.0 sec Epoch 352/1000 | took 0.0 sec Epoch 353/1000 | took 0.0 sec Epoch 354/1000 | took 0.0 sec Epoch 355/1000 | took 0.0 sec Epoch 356/1000 | took 0.0 sec Epoch 357/1000 | took 0.0 sec Epoch 358/1000 | took 0.0 sec Epoch 359/1000 | took 0.0 sec Epoch 360/1000 | took 0.0 sec Epoch 361/1000 | took 0.0 sec Epoch 362/1000 | took 0.0 sec Epoch 363/1000 | took 0.0 sec Epoch 364/1000 | took 0.0 sec Epoch 365/1000 | took 0.0 sec Epoch 366/1000 | took 0.0 sec Epoch 367/1000 | took 0.0 sec Epoch 368/1000 | took 0.0 sec Epoch 369/1000 | took 0.0 sec Epoch 370/1000 | took 0.0 sec Epoch 371/1000 | took 0.0 sec Epoch 372/1000 | took 0.0 sec Epoch 373/1000 | took 0.0 sec Epoch 374/1000 | took 0.0 sec Epoch 375/1000 | took 0.0 sec Epoch 376/1000 | took 0.0 sec Epoch 377/1000 | took 0.0 sec Epoch 378/1000 | took 0.0 sec Epoch 379/1000 | took 0.0 sec Epoch 380/1000 | took 0.0 sec Epoch 381/1000 | took 0.0 sec Epoch 382/1000 | took 0.0 sec Epoch 383/1000 | took 0.0 sec Epoch 384/1000 | took 0.0 sec Epoch 385/1000 | took 0.0 sec Epoch 386/1000 | took 0.0 sec Epoch 387/1000 | took 0.0 sec Epoch 388/1000 | took 0.0 sec Epoch 389/1000 | took 0.0 sec Epoch 390/1000 | took 0.0 sec Epoch 391/1000 | took 0.0 sec Epoch 392/1000 | took 0.0 sec Epoch 393/1000 | took 0.0 sec Epoch 394/1000 | took 0.0 sec Epoch 395/1000 | took 0.0 sec Epoch 396/1000 | took 0.0 sec Epoch 397/1000 | took 0.0 sec Epoch 398/1000 | took 0.0 sec Epoch 399/1000 | took 0.0 sec Epoch 400/1000 | took 0.0 sec Epoch 401/1000 | took 0.0 sec Epoch 402/1000 | took 0.0 sec Epoch 403/1000 | took 0.0 sec Epoch 404/1000 | took 0.0 sec Epoch 405/1000 | took 0.0 sec Epoch 406/1000 | took 0.0 sec Epoch 407/1000 | took 0.0 sec Epoch 408/1000 | took 0.0 sec Epoch 409/1000 | took 0.0 sec Epoch 410/1000 | took 0.0 sec Epoch 411/1000 | took 0.0 sec Epoch 412/1000 | took 0.0 sec Epoch 413/1000 | took 0.0 sec Epoch 414/1000 | took 0.0 sec Epoch 415/1000 | took 0.0 sec Epoch 416/1000 | took 0.0 sec Epoch 417/1000 | took 0.0 sec Epoch 418/1000 | took 0.0 sec Epoch 419/1000 | took 0.0 sec Epoch 420/1000 | took 0.0 sec Epoch 421/1000 | took 0.0 sec Epoch 422/1000 | took 0.0 sec Epoch 423/1000 | took 0.0 sec Epoch 424/1000 | took 0.0 sec Epoch 425/1000 | took 0.0 sec Epoch 426/1000 | took 0.0 sec Epoch 427/1000 | took 0.0 sec Epoch 428/1000 | took 0.0 sec Epoch 429/1000 | took 0.0 sec Epoch 430/1000 | took 0.0 sec Epoch 431/1000 | took 0.0 sec Epoch 432/1000 | took 0.0 sec Epoch 433/1000 | took 0.0 sec Epoch 434/1000 | took 0.0 sec Epoch 435/1000 | took 0.0 sec Epoch 436/1000 | took 0.0 sec Epoch 437/1000 | took 0.0 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471/1000 | took 0.0 sec Epoch 472/1000 | took 0.0 sec Epoch 473/1000 | took 0.0 sec Epoch 474/1000 | took 0.0 sec Epoch 475/1000 | took 0.0 sec Epoch 476/1000 | took 0.0 sec Epoch 477/1000 | took 0.0 sec Epoch 478/1000 | took 0.0 sec Epoch 479/1000 | took 0.0 sec Epoch 480/1000 | took 0.0 sec Epoch 481/1000 | took 0.0 sec Epoch 482/1000 | took 0.0 sec Epoch 483/1000 | took 0.0 sec Epoch 484/1000 | took 0.0 sec Epoch 485/1000 | took 0.0 sec Epoch 486/1000 | took 0.0 sec Epoch 487/1000 | took 0.0 sec Epoch 488/1000 | took 0.0 sec Epoch 489/1000 | took 0.0 sec Epoch 490/1000 | took 0.0 sec Epoch 491/1000 | took 0.0 sec Epoch 492/1000 | took 0.0 sec Epoch 493/1000 | took 0.0 sec Epoch 494/1000 | took 0.0 sec Epoch 495/1000 | took 0.0 sec Epoch 496/1000 | took 0.0 sec Epoch 497/1000 | took 0.0 sec Epoch 498/1000 | took 0.0 sec Epoch 499/1000 | took 0.0 sec Epoch 500/1000 | took 0.0 sec Epoch 501/1000 | took 0.0 sec Epoch 502/1000 | took 0.0 sec Epoch 503/1000 | took 0.0 sec Epoch 504/1000 | took 0.0 sec Epoch 505/1000 | took 0.0 sec Epoch 506/1000 | took 0.0 sec Epoch 507/1000 | took 0.0 sec Epoch 508/1000 | took 0.0 sec Epoch 509/1000 | took 0.0 sec Epoch 510/1000 | took 0.0 sec Epoch 511/1000 | took 0.0 sec Epoch 512/1000 | took 0.0 sec Epoch 513/1000 | took 0.0 sec Epoch 514/1000 | took 0.0 sec Epoch 515/1000 | took 0.0 sec Epoch 516/1000 | took 0.0 sec Epoch 517/1000 | took 0.0 sec Epoch 518/1000 | took 0.0 sec Epoch 519/1000 | took 0.0 sec Epoch 520/1000 | took 0.0 sec Epoch 521/1000 | took 0.0 sec Epoch 522/1000 | took 0.0 sec Epoch 523/1000 | took 0.0 sec Epoch 524/1000 | took 0.0 sec Epoch 525/1000 | took 0.0 sec Epoch 526/1000 | took 0.0 sec Epoch 527/1000 | took 0.0 sec Epoch 528/1000 | took 0.0 sec Epoch 529/1000 | took 0.0 sec Epoch 530/1000 | took 0.0 sec Epoch 531/1000 | took 0.0 sec Epoch 532/1000 | took 0.0 sec Epoch 533/1000 | took 0.0 sec Epoch 534/1000 | took 0.0 sec Epoch 535/1000 | took 0.0 sec Epoch 536/1000 | took 0.0 sec Epoch 537/1000 | took 0.0 sec Epoch 538/1000 | took 0.0 sec Epoch 539/1000 | took 0.0 sec Epoch 540/1000 | took 0.0 sec Epoch 541/1000 | took 0.0 sec Epoch 542/1000 | took 0.0 sec Epoch 543/1000 | took 0.0 sec Epoch 544/1000 | took 0.0 sec Epoch 545/1000 | took 0.0 sec Epoch 546/1000 | took 0.0 sec Epoch 547/1000 | took 0.0 sec Epoch 548/1000 | took 0.0 sec Epoch 549/1000 | took 0.0 sec Epoch 550/1000 | took 0.0 sec Epoch 551/1000 | took 0.0 sec Epoch 552/1000 | took 0.0 sec Epoch 553/1000 | took 0.0 sec Epoch 554/1000 | took 0.0 sec Epoch 555/1000 | took 0.0 sec Epoch 556/1000 | took 0.0 sec Epoch 557/1000 | took 0.0 sec Epoch 558/1000 | took 0.0 sec Epoch 559/1000 | took 0.0 sec Epoch 560/1000 | took 0.0 sec Epoch 561/1000 | took 0.0 sec Epoch 562/1000 | took 0.0 sec Epoch 563/1000 | took 0.0 sec Epoch 564/1000 | took 0.0 sec Epoch 565/1000 | took 0.0 sec Epoch 566/1000 | took 0.0 sec Epoch 567/1000 | took 0.0 sec Epoch 568/1000 | took 0.0 sec Epoch 569/1000 | took 0.0 sec Epoch 570/1000 | took 0.0 sec Epoch 571/1000 | took 0.0 sec Epoch 572/1000 | took 0.0 sec Epoch 573/1000 | took 0.0 sec Epoch 574/1000 | took 0.0 sec Epoch 575/1000 | took 0.0 sec Epoch 576/1000 | took 0.0 sec Epoch 577/1000 | took 0.0 sec Epoch 578/1000 | took 0.0 sec Epoch 579/1000 | took 0.0 sec Epoch 580/1000 | took 0.0 sec Epoch 581/1000 | took 0.0 sec Epoch 582/1000 | took 0.0 sec Epoch 583/1000 | took 0.0 sec Epoch 584/1000 | took 0.0 sec Epoch 585/1000 | took 0.0 sec Epoch 586/1000 | took 0.0 sec Epoch 587/1000 | took 0.0 sec Epoch 588/1000 | took 0.0 sec Epoch 589/1000 | took 0.0 sec Epoch 590/1000 | took 0.0 sec Epoch 591/1000 | took 0.0 sec Epoch 592/1000 | took 0.0 sec Epoch 593/1000 | took 0.0 sec Epoch 594/1000 | took 0.0 sec Epoch 595/1000 | took 0.0 sec Epoch 596/1000 | took 0.0 sec Epoch 597/1000 | took 0.0 sec Epoch 598/1000 | took 0.0 sec Epoch 599/1000 | took 0.0 sec Epoch 600/1000 | took 0.0 sec Epoch 601/1000 | took 0.0 sec Epoch 602/1000 | took 0.0 sec Epoch 603/1000 | took 0.0 sec Epoch 604/1000 | took 0.0 sec Epoch 605/1000 | took 0.0 sec Epoch 606/1000 | took 0.0 sec Epoch 607/1000 | took 0.0 sec Epoch 608/1000 | took 0.0 sec Epoch 609/1000 | took 0.0 sec Epoch 610/1000 | took 0.0 sec Epoch 611/1000 | took 0.0 sec Epoch 612/1000 | took 0.0 sec Epoch 613/1000 | took 0.0 sec Epoch 614/1000 | took 0.0 sec Epoch 615/1000 | took 0.0 sec Epoch 616/1000 | took 0.0 sec Epoch 617/1000 | took 0.0 sec Epoch 618/1000 | took 0.0 sec Epoch 619/1000 | took 0.0 sec Epoch 620/1000 | took 0.0 sec Epoch 621/1000 | took 0.0 sec Epoch 622/1000 | took 0.0 sec Epoch 623/1000 | took 0.0 sec Epoch 624/1000 | took 0.0 sec Epoch 625/1000 | took 0.0 sec Epoch 626/1000 | took 0.0 sec Epoch 627/1000 | took 0.0 sec Epoch 628/1000 | took 0.0 sec Epoch 629/1000 | took 0.0 sec Epoch 630/1000 | took 0.0 sec Epoch 631/1000 | took 0.0 sec Epoch 632/1000 | took 0.0 sec Epoch 633/1000 | took 0.0 sec Epoch 634/1000 | took 0.0 sec Epoch 635/1000 | took 0.0 sec Epoch 636/1000 | took 0.0 sec Epoch 637/1000 | took 0.0 sec Epoch 638/1000 | took 0.0 sec Epoch 639/1000 | took 0.0 sec Epoch 640/1000 | took 0.0 sec Epoch 641/1000 | took 0.0 sec Epoch 642/1000 | took 0.0 sec Epoch 643/1000 | took 0.0 sec Epoch 644/1000 | took 0.0 sec Epoch 645/1000 | took 0.0 sec Epoch 646/1000 | took 0.0 sec Epoch 647/1000 | took 0.0 sec Epoch 648/1000 | took 0.0 sec Epoch 649/1000 | took 0.0 sec Epoch 650/1000 | took 0.0 sec Epoch 651/1000 | took 0.0 sec Epoch 652/1000 | took 0.0 sec Epoch 653/1000 | took 0.0 sec Epoch 654/1000 | took 0.0 sec Epoch 655/1000 | took 0.0 sec Epoch 656/1000 | took 0.0 sec Epoch 657/1000 | took 0.0 sec Epoch 658/1000 | took 0.0 sec Epoch 659/1000 | took 0.0 sec Epoch 660/1000 | took 0.0 sec Epoch 661/1000 | took 0.0 sec Epoch 662/1000 | took 0.0 sec Epoch 663/1000 | took 0.0 sec Epoch 664/1000 | took 0.0 sec Epoch 665/1000 | took 0.0 sec Epoch 666/1000 | took 0.0 sec Epoch 667/1000 | took 0.0 sec Epoch 668/1000 | took 0.0 sec Epoch 669/1000 | took 0.0 sec Epoch 670/1000 | took 0.0 sec Epoch 671/1000 | took 0.0 sec Epoch 672/1000 | took 0.0 sec Epoch 673/1000 | took 0.0 sec Epoch 674/1000 | took 0.0 sec Epoch 675/1000 | took 0.0 sec Epoch 676/1000 | took 0.0 sec Epoch 677/1000 | took 0.0 sec Epoch 678/1000 | took 0.0 sec Epoch 679/1000 | took 0.0 sec Epoch 680/1000 | took 0.0 sec Epoch 681/1000 | took 0.0 sec Epoch 682/1000 | took 0.0 sec Epoch 683/1000 | took 0.0 sec Epoch 684/1000 | took 0.0 sec Epoch 685/1000 | took 0.0 sec Epoch 686/1000 | took 0.0 sec Epoch 687/1000 | took 0.0 sec Epoch 688/1000 | took 0.0 sec Epoch 689/1000 | took 0.0 sec Epoch 690/1000 | took 0.0 sec Epoch 691/1000 | took 0.0 sec Epoch 692/1000 | took 0.0 sec Epoch 693/1000 | took 0.0 sec Epoch 694/1000 | took 0.0 sec Epoch 695/1000 | took 0.0 sec Epoch 696/1000 | took 0.0 sec Epoch 697/1000 | took 0.0 sec Epoch 698/1000 | took 0.0 sec Epoch 699/1000 | took 0.0 sec Epoch 700/1000 | took 0.0 sec Epoch 701/1000 | took 0.0 sec Epoch 702/1000 | took 0.0 sec Epoch 703/1000 | took 0.0 sec Epoch 704/1000 | took 0.0 sec Epoch 705/1000 | took 0.0 sec Epoch 706/1000 | took 0.0 sec Epoch 707/1000 | took 0.0 sec Epoch 708/1000 | took 0.0 sec Epoch 709/1000 | took 0.0 sec Epoch 710/1000 | took 0.0 sec Epoch 711/1000 | took 0.0 sec Epoch 712/1000 | took 0.0 sec Epoch 713/1000 | took 0.0 sec Epoch 714/1000 | took 0.0 sec Epoch 715/1000 | took 0.0 sec Epoch 716/1000 | took 0.0 sec Epoch 717/1000 | took 0.0 sec Epoch 718/1000 | took 0.0 sec Epoch 719/1000 | took 0.0 sec Epoch 720/1000 | took 0.0 sec Epoch 721/1000 | took 0.0 sec Epoch 722/1000 | took 0.0 sec Epoch 723/1000 | took 0.0 sec Epoch 724/1000 | took 0.0 sec Epoch 725/1000 | took 0.0 sec Epoch 726/1000 | took 0.0 sec Epoch 727/1000 | took 0.0 sec Epoch 728/1000 | took 0.0 sec Epoch 729/1000 | took 0.0 sec Epoch 730/1000 | took 0.0 sec Epoch 731/1000 | took 0.0 sec Epoch 732/1000 | took 0.0 sec Epoch 733/1000 | took 0.0 sec Epoch 734/1000 | took 0.0 sec Epoch 735/1000 | took 0.0 sec Epoch 736/1000 | took 0.0 sec Epoch 737/1000 | took 0.0 sec Epoch 738/1000 | took 0.0 sec Epoch 739/1000 | took 0.0 sec Epoch 740/1000 | took 0.0 sec Epoch 741/1000 | took 0.0 sec Epoch 742/1000 | took 0.0 sec Epoch 743/1000 | took 0.0 sec Epoch 744/1000 | took 0.0 sec Epoch 745/1000 | took 0.0 sec Epoch 746/1000 | took 0.0 sec Epoch 747/1000 | took 0.0 sec Epoch 748/1000 | took 0.0 sec Epoch 749/1000 | took 0.0 sec Epoch 750/1000 | took 0.0 sec Epoch 751/1000 | took 0.0 sec Epoch 752/1000 | took 0.0 sec Epoch 753/1000 | took 0.0 sec Epoch 754/1000 | took 0.0 sec Epoch 755/1000 | took 0.0 sec Epoch 756/1000 | took 0.0 sec Epoch 757/1000 | took 0.0 sec Epoch 758/1000 | took 0.0 sec Epoch 759/1000 | took 0.0 sec Epoch 760/1000 | took 0.0 sec Epoch 761/1000 | took 0.0 sec Epoch 762/1000 | took 0.0 sec Epoch 763/1000 | took 0.0 sec Epoch 764/1000 | took 0.0 sec Epoch 765/1000 | took 0.0 sec Epoch 766/1000 | took 0.0 sec Epoch 767/1000 | took 0.0 sec Epoch 768/1000 | took 0.0 sec Epoch 769/1000 | took 0.0 sec Epoch 770/1000 | took 0.0 sec Epoch 771/1000 | took 0.0 sec Epoch 772/1000 | took 0.0 sec Epoch 773/1000 | took 0.0 sec Epoch 774/1000 | took 0.0 sec Epoch 775/1000 | took 0.0 sec Epoch 776/1000 | took 0.0 sec Epoch 777/1000 | took 0.0 sec Epoch 778/1000 | took 0.0 sec Epoch 779/1000 | took 0.0 sec Epoch 780/1000 | took 0.0 sec Epoch 781/1000 | took 0.0 sec Epoch 782/1000 | took 0.0 sec Epoch 783/1000 | took 0.0 sec Epoch 784/1000 | took 0.0 sec Epoch 785/1000 | took 0.0 sec Epoch 786/1000 | took 0.0 sec Epoch 787/1000 | took 0.0 sec Epoch 788/1000 | took 0.0 sec Epoch 789/1000 | took 0.0 sec Epoch 790/1000 | took 0.0 sec Epoch 791/1000 | took 0.0 sec Epoch 792/1000 | took 0.0 sec Epoch 793/1000 | took 0.0 sec Epoch 794/1000 | took 0.0 sec Epoch 795/1000 | took 0.0 sec Epoch 796/1000 | took 0.0 sec Epoch 797/1000 | took 0.0 sec Epoch 798/1000 | took 0.0 sec Epoch 799/1000 | took 0.0 sec Epoch 800/1000 | took 0.0 sec Epoch 801/1000 | took 0.0 sec Epoch 802/1000 | took 0.0 sec Epoch 803/1000 | took 0.0 sec Epoch 804/1000 | took 0.0 sec Epoch 805/1000 | took 0.0 sec Epoch 806/1000 | took 0.0 sec Epoch 807/1000 | took 0.0 sec Epoch 808/1000 | took 0.0 sec Epoch 809/1000 | took 0.0 sec Epoch 810/1000 | took 0.0 sec Epoch 811/1000 | took 0.0 sec Epoch 812/1000 | took 0.0 sec Epoch 813/1000 | took 0.0 sec Epoch 814/1000 | took 0.0 sec Epoch 815/1000 | took 0.0 sec Epoch 816/1000 | took 0.0 sec Epoch 817/1000 | took 0.0 sec Epoch 818/1000 | took 0.0 sec Epoch 819/1000 | took 0.0 sec Epoch 820/1000 | took 0.0 sec Epoch 821/1000 | took 0.0 sec Epoch 822/1000 | took 0.0 sec Epoch 823/1000 | took 0.0 sec Epoch 824/1000 | took 0.0 sec Epoch 825/1000 | took 0.0 sec Epoch 826/1000 | took 0.0 sec Epoch 827/1000 | took 0.0 sec Epoch 828/1000 | took 0.0 sec Epoch 829/1000 | took 0.0 sec Epoch 830/1000 | took 0.0 sec Epoch 831/1000 | took 0.0 sec Epoch 832/1000 | took 0.0 sec Epoch 833/1000 | took 0.0 sec Epoch 834/1000 | took 0.0 sec Epoch 835/1000 | took 0.0 sec Epoch 836/1000 | took 0.0 sec Epoch 837/1000 | took 0.0 sec Epoch 838/1000 | took 0.0 sec Epoch 839/1000 | took 0.0 sec Epoch 840/1000 | took 0.0 sec Epoch 841/1000 | took 0.0 sec Epoch 842/1000 | took 0.0 sec Epoch 843/1000 | took 0.0 sec Epoch 844/1000 | took 0.0 sec Epoch 845/1000 | took 0.0 sec Epoch 846/1000 | took 0.0 sec Epoch 847/1000 | took 0.0 sec Epoch 848/1000 | took 0.0 sec Epoch 849/1000 | took 0.0 sec Epoch 850/1000 | took 0.0 sec Epoch 851/1000 | took 0.0 sec Epoch 852/1000 | took 0.0 sec Epoch 853/1000 | took 0.0 sec Epoch 854/1000 | took 0.0 sec Epoch 855/1000 | took 0.0 sec Epoch 856/1000 | took 0.0 sec Epoch 857/1000 | took 0.0 sec Epoch 858/1000 | took 0.0 sec Epoch 859/1000 | took 0.0 sec Epoch 860/1000 | took 0.0 sec Epoch 861/1000 | took 0.0 sec Epoch 862/1000 | took 0.0 sec Epoch 863/1000 | took 0.0 sec Epoch 864/1000 | took 0.0 sec Epoch 865/1000 | took 0.0 sec Epoch 866/1000 | took 0.0 sec Epoch 867/1000 | took 0.0 sec Epoch 868/1000 | took 0.0 sec Epoch 869/1000 | took 0.0 sec Epoch 870/1000 | took 0.0 sec Epoch 871/1000 | took 0.0 sec Epoch 872/1000 | took 0.0 sec Epoch 873/1000 | took 0.0 sec Epoch 874/1000 | took 0.0 sec Epoch 875/1000 | took 0.0 sec Epoch 876/1000 | took 0.0 sec Epoch 877/1000 | took 0.0 sec Epoch 878/1000 | took 0.0 sec Epoch 879/1000 | took 0.0 sec Epoch 880/1000 | took 0.0 sec Epoch 881/1000 | took 0.0 sec Epoch 882/1000 | took 0.0 sec Epoch 883/1000 | took 0.0 sec Epoch 884/1000 | took 0.0 sec Epoch 885/1000 | took 0.0 sec Epoch 886/1000 | took 0.0 sec Epoch 887/1000 | took 0.0 sec Epoch 888/1000 | took 0.0 sec Epoch 889/1000 | took 0.0 sec Epoch 890/1000 | took 0.0 sec Epoch 891/1000 | took 0.0 sec Epoch 892/1000 | took 0.0 sec Epoch 893/1000 | took 0.0 sec Epoch 894/1000 | took 0.0 sec Epoch 895/1000 | took 0.0 sec Epoch 896/1000 | took 0.0 sec Epoch 897/1000 | took 0.0 sec Epoch 898/1000 | took 0.0 sec Epoch 899/1000 | took 0.0 sec Epoch 900/1000 | took 0.0 sec Epoch 901/1000 | took 0.0 sec Epoch 902/1000 | took 0.0 sec Epoch 903/1000 | took 0.0 sec Epoch 904/1000 | took 0.0 sec Epoch 905/1000 | took 0.0 sec Epoch 906/1000 | took 0.0 sec Epoch 907/1000 | took 0.0 sec Epoch 908/1000 | took 0.0 sec Epoch 909/1000 | took 0.0 sec Epoch 910/1000 | took 0.0 sec Epoch 911/1000 | took 0.0 sec Epoch 912/1000 | took 0.0 sec Epoch 913/1000 | took 0.0 sec Epoch 914/1000 | took 0.0 sec Epoch 915/1000 | took 0.0 sec Epoch 916/1000 | took 0.0 sec Epoch 917/1000 | took 0.0 sec Epoch 918/1000 | took 0.0 sec Epoch 919/1000 | took 0.0 sec Epoch 920/1000 | took 0.0 sec Epoch 921/1000 | took 0.0 sec Epoch 922/1000 | took 0.0 sec Epoch 923/1000 | took 0.0 sec Epoch 924/1000 | took 0.0 sec Epoch 925/1000 | took 0.0 sec Epoch 926/1000 | took 0.0 sec Epoch 927/1000 | took 0.0 sec Epoch 928/1000 | took 0.0 sec Epoch 929/1000 | took 0.0 sec Epoch 930/1000 | took 0.0 sec Epoch 931/1000 | took 0.0 sec Epoch 932/1000 | took 0.0 sec Epoch 933/1000 | took 0.0 sec Epoch 934/1000 | took 0.0 sec Epoch 935/1000 | took 0.0 sec Epoch 936/1000 | took 0.0 sec Epoch 937/1000 | took 0.0 sec Epoch 938/1000 | took 0.0 sec Epoch 939/1000 | took 0.0 sec Epoch 940/1000 | took 0.0 sec Epoch 941/1000 | took 0.0 sec Epoch 942/1000 | took 0.0 sec Epoch 943/1000 | took 0.0 sec Epoch 944/1000 | took 0.0 sec Epoch 945/1000 | took 0.0 sec Epoch 946/1000 | took 0.0 sec Epoch 947/1000 | took 0.0 sec Epoch 948/1000 | took 0.0 sec Epoch 949/1000 | took 0.0 sec Epoch 950/1000 | took 0.0 sec Epoch 951/1000 | took 0.0 sec Epoch 952/1000 | took 0.0 sec Epoch 953/1000 | took 0.0 sec Epoch 954/1000 | took 0.0 sec Epoch 955/1000 | took 0.0 sec Epoch 956/1000 | took 0.0 sec Epoch 957/1000 | took 0.0 sec Epoch 958/1000 | took 0.0 sec Epoch 959/1000 | took 0.0 sec Epoch 960/1000 | took 0.0 sec Epoch 961/1000 | took 0.0 sec Epoch 962/1000 | took 0.0 sec Epoch 963/1000 | took 0.0 sec Epoch 964/1000 | took 0.0 sec Epoch 965/1000 | took 0.0 sec Epoch 966/1000 | took 0.0 sec Epoch 967/1000 | took 0.0 sec Epoch 968/1000 | took 0.0 sec Epoch 969/1000 | took 0.0 sec Epoch 970/1000 | took 0.0 sec Epoch 971/1000 | took 0.0 sec Epoch 972/1000 | took 0.0 sec Epoch 973/1000 | took 0.0 sec Epoch 974/1000 | took 0.0 sec Epoch 975/1000 | took 0.0 sec Epoch 976/1000 | took 0.0 sec Epoch 977/1000 | took 0.0 sec Epoch 978/1000 | took 0.0 sec Epoch 979/1000 | took 0.0 sec Epoch 980/1000 | took 0.0 sec Epoch 981/1000 | took 0.0 sec Epoch 982/1000 | took 0.0 sec Epoch 983/1000 | took 0.0 sec Epoch 984/1000 | took 0.0 sec Epoch 985/1000 | took 0.0 sec Epoch 986/1000 | took 0.0 sec Epoch 987/1000 | took 0.0 sec Epoch 988/1000 | took 0.0 sec Epoch 989/1000 | took 0.0 sec Epoch 990/1000 | took 0.0 sec Epoch 991/1000 | took 0.0 sec Epoch 992/1000 | took 0.0 sec Epoch 993/1000 | took 0.0 sec Epoch 994/1000 | took 0.0 sec Epoch 995/1000 | took 0.0 sec Epoch 996/1000 | took 0.0 sec Epoch 997/1000 | took 0.0 sec Epoch 998/1000 | took 0.0 sec Epoch 999/1000 | took 0.0 sec Epoch 1000/1000 | took 0.0 sec Training took 1 sec Iteration: 1 ELBO: -216354.5 tau: 0.08661496 beta: 0.06590528 diff Inf Iteration: 2 ELBO: -130146.6 tau: 0.7147757 beta: 0.1044759 diff 0.3984564 Iteration: 3 ELBO: -114603.7 tau: 1.101766 beta: 0.4021388 diff 0.119426 Iteration: 4 ELBO: -112943.6 tau: 1.154634 beta: 0.8254802 diff 0.01448553 Iteration: 5 ELBO: -112590.9 tau: 1.162768 beta: 1.108407 diff 0.003123535 Iteration: 6 ELBO: -112515.1 tau: 1.163689 beta: 1.266652 diff 0.0006727321 Iteration: 7 ELBO: -112498.8 tau: 1.16349 beta: 1.350122 diff 0.0001448505 After 8 iteration ends!
R[write to console]: Factor 1 retained!
Iteration: 1 ELBO: -108528.9 tau: 1.203667 beta: 1.846897 diff Inf Iteration: 2 ELBO: -107573.4 tau: 1.211088 beta: 2.085341 diff 0.008804019 Iteration: 3 ELBO: -107100.7 tau: 1.224537 beta: 2.400677 diff 0.004394186 Iteration: 4 ELBO: -106522.3 tau: 1.245556 beta: 2.739944 diff 0.005400113 Iteration: 5 ELBO: -106038 tau: 1.263872 beta: 3.183039 diff 0.004546304 Iteration: 6 ELBO: -105788 tau: 1.272937 beta: 3.729727 diff 0.002358321 Iteration: 7 ELBO: -105672.1 tau: 1.276248 beta: 4.348546 diff 0.001095466 Iteration: 8 ELBO: -105606.4 tau: 1.277313 beta: 5.026389 diff 0.0006219328 Iteration: 9 ELBO: -105559.5 tau: 1.277605 beta: 5.759342 diff 0.0004433432 Iteration: 10 ELBO: -105521.6 tau: 1.27763 beta: 6.545387 diff 0.0003590173 Iteration: 11 ELBO: -105489.3 tau: 1.277555 beta: 7.382149 diff 0.0003064982 Iteration: 12 ELBO: -105461.2 tau: 1.277438 beta: 8.266148 diff 0.0002665181 Iteration: 13 ELBO: -105436.6 tau: 1.277302 beta: 9.192599 diff 0.0002327482 Iteration: 14 ELBO: -105415.2 tau: 1.277155 beta: 10.15545 diff 0.0002029438 Iteration: 15 ELBO: -105396.7 tau: 1.277001 beta: 11.14758 diff 0.0001762447 Iteration: 16 ELBO: -105380.6 tau: 1.276842 beta: 12.16102 diff 0.0001522843 Iteration: 17 ELBO: -105366.8 tau: 1.276682 beta: 13.18733 diff 0.0001308679 Iteration: 18 ELBO: -105355 tau: 1.27652 beta: 14.21787 diff 0.0001118508 After 19 iteration ends!
R[write to console]: Factor 2 retained!
Iteration: 1 ELBO: -105226.7 tau: 1.307792 beta: 1.864503 diff Inf Iteration: 2 ELBO: -104250.8 tau: 1.314895 beta: 2.144095 diff 0.009274952 Iteration: 3 ELBO: -103916.9 tau: 1.324322 beta: 2.558092 diff 0.003202143 Iteration: 4 ELBO: -103692.2 tau: 1.33188 beta: 3.085711 diff 0.002162962 Iteration: 5 ELBO: -103526.4 tau: 1.33686 beta: 3.732014 diff 0.001598306 Iteration: 6 ELBO: -103392 tau: 1.340363 beta: 4.502563 diff 0.001298169 Iteration: 7 ELBO: -103277.6 tau: 1.343061 beta: 5.401945 diff 0.00110664 Iteration: 8 ELBO: -103179.3 tau: 1.345181 beta: 6.434832 diff 0.0009518677 Iteration: 9 ELBO: -103095.3 tau: 1.346818 beta: 7.605036 diff 0.0008147155 Iteration: 10 ELBO: -103024.3 tau: 1.348014 beta: 8.916099 diff 0.0006883561 Iteration: 11 ELBO: -102964.9 tau: 1.348831 beta: 10.36836 diff 0.0005765268 Iteration: 12 ELBO: -102915.3 tau: 1.349355 beta: 11.95391 diff 0.0004815093 Iteration: 13 ELBO: -102874.3 tau: 1.349659 beta: 13.65699 diff 0.0003985913 Iteration: 14 ELBO: -102840.9 tau: 1.349778 beta: 15.45981 diff 0.0003243421 Iteration: 15 ELBO: -102814.1 tau: 1.349735 beta: 17.34713 diff 0.0002604892 Iteration: 16 ELBO: -102792.6 tau: 1.349565 beta: 19.3059 diff 0.0002095425 Iteration: 17 ELBO: -102775.1 tau: 1.34931 beta: 21.32351 diff 0.0001705465 Iteration: 18 ELBO: -102760.6 tau: 1.349004 beta: 23.38725 diff 0.000140583 Iteration: 19 ELBO: -102748.6 tau: 1.348668 beta: 25.48443 diff 0.0001170394 After 20 iteration ends!
R[write to console]: Factor 3 retained!
Iteration: 1 ELBO: -103190.4 tau: 1.37629 beta: 1.873848 diff Inf Iteration: 2 ELBO: -102237.2 tau: 1.382578 beta: 2.183874 diff 0.009238152 Iteration: 3 ELBO: -101893.6 tau: 1.392588 beta: 2.63282 diff 0.003360047 Iteration: 4 ELBO: -101654.7 tau: 1.401196 beta: 3.193428 diff 0.002344492 Iteration: 5 ELBO: -101479.6 tau: 1.406921 beta: 3.873789 diff 0.001722631 Iteration: 6 ELBO: -101342.6 tau: 1.410762 beta: 4.685054 diff 0.001350563 Iteration: 7 ELBO: -101229.9 tau: 1.413528 beta: 5.63557 diff 0.001111558 Iteration: 8 ELBO: -101135.1 tau: 1.415627 beta: 6.727869 diff 0.0009365226 Iteration: 9 ELBO: -101054.9 tau: 1.417266 beta: 7.954246 diff 0.0007935131 Iteration: 10 ELBO: -100988.6 tau: 1.418479 beta: 9.305217 diff 0.0006557449 Iteration: 11 ELBO: -100935.6 tau: 1.419226 beta: 10.77791 diff 0.0005244203 Iteration: 12 ELBO: -100893.1 tau: 1.419612 beta: 12.36564 diff 0.0004213954 Iteration: 13 ELBO: -100858.5 tau: 1.419753 beta: 14.05872 diff 0.0003429835 Iteration: 14 ELBO: -100830 tau: 1.419734 beta: 15.8453 diff 0.0002822852 Iteration: 15 ELBO: -100806.4 tau: 1.419612 beta: 17.71172 diff 0.000234174 Iteration: 16 ELBO: -100786.7 tau: 1.419425 beta: 19.64293 diff 0.0001952054 Iteration: 17 ELBO: -100770.3 tau: 1.419198 beta: 21.62307 diff 0.0001631734 Iteration: 18 ELBO: -100756.5 tau: 1.418947 beta: 23.63606 diff 0.0001366246 Iteration: 19 ELBO: -100745 tau: 1.418683 beta: 25.66605 diff 0.0001145312 After 20 iteration ends!
R[write to console]: Factor 4 retained!
Iteration: 1 ELBO: -101149.1 tau: 1.449831 beta: 1.840043 diff Inf Iteration: 2 ELBO: -100205.1 tau: 1.457571 beta: 2.119097 diff 0.009332796 Iteration: 3 ELBO: -99894.25 tau: 1.466293 beta: 2.547008 diff 0.003101827 Iteration: 4 ELBO: -99686.12 tau: 1.473008 beta: 3.109928 diff 0.002083487 Iteration: 5 ELBO: -99532.22 tau: 1.47726 beta: 3.816286 diff 0.001543872 Iteration: 6 ELBO: -99411.93 tau: 1.479957 beta: 4.675112 diff 0.001208475 Iteration: 7 ELBO: -99315.68 tau: 1.481649 beta: 5.695273 diff 0.0009682095 Iteration: 8 ELBO: -99237.48 tau: 1.482667 beta: 6.883262 diff 0.0007874232 Iteration: 9 ELBO: -99173.31 tau: 1.48322 beta: 8.243025 diff 0.0006465927 Iteration: 10 ELBO: -99120.39 tau: 1.483431 beta: 9.777505 diff 0.0005336474 Iteration: 11 ELBO: -99076.4 tau: 1.483392 beta: 11.48703 diff 0.0004437952 Iteration: 12 ELBO: -99039.48 tau: 1.483184 beta: 13.36766 diff 0.0003726465 Iteration: 13 ELBO: -99008.23 tau: 1.482867 beta: 15.41171 diff 0.0003154748 Iteration: 14 ELBO: -98981.62 tau: 1.482481 beta: 17.60863 diff 0.0002687937 Iteration: 15 ELBO: -98958.84 tau: 1.482053 beta: 19.94569 diff 0.0002301933 Iteration: 16 ELBO: -98939.25 tau: 1.4816 beta: 22.40849 diff 0.0001979602 Iteration: 17 ELBO: -98922.34 tau: 1.481135 beta: 24.98151 diff 0.0001708403 Iteration: 18 ELBO: -98907.71 tau: 1.480667 beta: 27.64872 diff 0.0001478989 Iteration: 19 ELBO: -98895.01 tau: 1.480202 beta: 30.3941 diff 0.0001284323 Iteration: 20 ELBO: -98883.94 tau: 1.479744 beta: 33.20218 diff 0.0001119047 After 21 iteration ends!
R[write to console]: Factor 5 retained!
Iteration: 1 ELBO: -99614.04 tau: 1.508197 beta: 1.82408 diff Inf Iteration: 2 ELBO: -98667.16 tau: 1.51499 beta: 2.121335 diff 0.009505417 Iteration: 3 ELBO: -98372.15 tau: 1.522832 beta: 2.582708 diff 0.002989965 Iteration: 4 ELBO: -98185.23 tau: 1.528343 beta: 3.199534 diff 0.001900196 Iteration: 5 ELBO: -98050.41 tau: 1.531351 beta: 3.984926 diff 0.001373086 Iteration: 6 ELBO: -97944.19 tau: 1.532993 beta: 4.953334 diff 0.001083352 Iteration: 7 ELBO: -97856.99 tau: 1.533891 beta: 6.118756 diff 0.0008902875 Iteration: 8 ELBO: -97783.83 tau: 1.534351 beta: 7.49242 diff 0.0007475916 Iteration: 9 ELBO: -97721.59 tau: 1.534543 beta: 9.081494 diff 0.0006365256 Iteration: 10 ELBO: -97668.08 tau: 1.534567 beta: 10.88872 diff 0.0005475941 Iteration: 11 ELBO: -97621.66 tau: 1.534489 beta: 12.91249 diff 0.0004752504 Iteration: 12 ELBO: -97581.06 tau: 1.534353 beta: 15.14716 diff 0.0004159332 Iteration: 13 ELBO: -97545.23 tau: 1.534193 beta: 17.58345 diff 0.0003671393 Iteration: 14 ELBO: -97513.36 tau: 1.534029 beta: 20.20852 diff 0.000326734 Iteration: 15 ELBO: -97484.84 tau: 1.533876 beta: 23.00612 diff 0.0002924768 Iteration: 16 ELBO: -97459.29 tau: 1.533734 beta: 25.9572 diff 0.0002620688 Iteration: 17 ELBO: -97436.5 tau: 1.533594 beta: 29.04147 diff 0.0002338045 Iteration: 18 ELBO: -97416.32 tau: 1.533443 beta: 32.23907 diff 0.0002071548 Iteration: 19 ELBO: -97398.54 tau: 1.533271 beta: 35.53154 diff 0.0001825055 Iteration: 20 ELBO: -97382.92 tau: 1.533075 beta: 38.90186 diff 0.0001603923 Iteration: 21 ELBO: -97369.18 tau: 1.532858 beta: 42.33451 diff 0.0001410641 Iteration: 22 ELBO: -97357.06 tau: 1.532623 beta: 45.8155 diff 0.0001244744 Iteration: 23 ELBO: -97346.32 tau: 1.532378 beta: 49.33258 diff 0.0001103806 After 24 iteration ends!
R[write to console]: Factor 6 retained!
Iteration: 1 ELBO: -98254.86 tau: 1.559817 beta: 1.86976 diff Inf Iteration: 2 ELBO: -97333.66 tau: 1.565505 beta: 2.202502 diff 0.009375608 Iteration: 3 ELBO: -97042.59 tau: 1.573027 beta: 2.707971 diff 0.002990415 Iteration: 4 ELBO: -96847.54 tau: 1.579213 beta: 3.364453 diff 0.002009955 Iteration: 5 ELBO: -96706.26 tau: 1.582901 beta: 4.18598 diff 0.001458852 Iteration: 6 ELBO: -96596.49 tau: 1.584962 beta: 5.191248 diff 0.001135078 Iteration: 7 ELBO: -96507.3 tau: 1.586102 beta: 6.39816 diff 0.0009232843 Iteration: 8 ELBO: -96433.12 tau: 1.586704 beta: 7.821314 diff 0.0007686525 Iteration: 9 ELBO: -96370.6 tau: 1.586972 beta: 9.470501 diff 0.000648286 Iteration: 10 ELBO: -96317.51 tau: 1.587021 beta: 11.35003 diff 0.0005509884 Iteration: 11 ELBO: -96272.19 tau: 1.586921 beta: 13.45846 diff 0.0004705238 Iteration: 12 ELBO: -96233.37 tau: 1.586718 beta: 15.78896 diff 0.0004031967 Iteration: 13 ELBO: -96200 tau: 1.586443 beta: 18.33011 diff 0.0003467041 Iteration: 14 ELBO: -96171.19 tau: 1.58612 beta: 21.06716 diff 0.0002995009 Iteration: 15 ELBO: -96146.14 tau: 1.585766 beta: 23.98343 diff 0.0002604584 Iteration: 16 ELBO: -96124.16 tau: 1.585397 beta: 27.06172 diff 0.0002286924 Iteration: 17 ELBO: -96104.6 tau: 1.585025 beta: 30.28555 diff 0.0002034557 Iteration: 18 ELBO: -96086.91 tau: 1.584662 beta: 33.6401 diff 0.0001840337 Iteration: 19 ELBO: -96070.61 tau: 1.584321 beta: 37.11245 diff 0.0001696479 Iteration: 20 ELBO: -96055.3 tau: 1.584012 beta: 40.69146 diff 0.0001593859 Iteration: 21 ELBO: -96040.68 tau: 1.583743 beta: 44.36693 diff 0.0001521704 Iteration: 22 ELBO: -96026.59 tau: 1.58352 beta: 48.12856 diff 0.000146776 Iteration: 23 ELBO: -96012.96 tau: 1.583341 beta: 51.96476 diff 0.0001419134 Iteration: 24 ELBO: -95999.86 tau: 1.583203 beta: 55.86187 diff 0.0001363993 Iteration: 25 ELBO: -95987.44 tau: 1.583094 beta: 59.80378 diff 0.0001293793 Iteration: 26 ELBO: -95975.87 tau: 1.583 beta: 63.77228 diff 0.0001205058 Iteration: 27 ELBO: -95965.32 tau: 1.582908 beta: 67.74756 diff 0.0001099582 After 28 iteration ends!
R[write to console]: Factor 7 retained!
Iteration: 1 ELBO: -97012.92 tau: 1.608082 beta: 1.915417 diff Inf Iteration: 2 ELBO: -96096.96 tau: 1.612779 beta: 2.281222 diff 0.009441647 Iteration: 3 ELBO: -95794.47 tau: 1.621255 beta: 2.808697 diff 0.003147722 Iteration: 4 ELBO: -95586.47 tau: 1.628641 beta: 3.477301 diff 0.002171319 Iteration: 5 ELBO: -95432.99 tau: 1.633423 beta: 4.303245 diff 0.00160572 Iteration: 6 ELBO: -95313.5 tau: 1.636423 beta: 5.30363 diff 0.001252021 Iteration: 7 ELBO: -95218.16 tau: 1.638291 beta: 6.492047 diff 0.001000334 Iteration: 8 ELBO: -95140.85 tau: 1.639412 beta: 7.877799 diff 0.0008118694 Iteration: 9 ELBO: -95077.38 tau: 1.640031 beta: 9.465268 diff 0.0006671639 Iteration: 10 ELBO: -95024.72 tau: 1.640308 beta: 11.25345 diff 0.0005538605 Iteration: 11 ELBO: -94980.67 tau: 1.640354 beta: 13.23567 diff 0.0004636047 Iteration: 12 ELBO: -94943.59 tau: 1.640243 beta: 15.39979 diff 0.0003903048 Iteration: 13 ELBO: -94912.3 tau: 1.640025 beta: 17.72908 diff 0.0003295885 Iteration: 14 ELBO: -94885.87 tau: 1.639731 beta: 20.20363 diff 0.0002784507 Iteration: 15 ELBO: -94863.58 tau: 1.639382 beta: 22.80171 diff 0.0002349481 Iteration: 16 ELBO: -94844.81 tau: 1.638989 beta: 25.50096 diff 0.0001978823 Iteration: 17 ELBO: -94829.02 tau: 1.638564 beta: 28.27923 diff 0.0001664627 Iteration: 18 ELBO: -94815.74 tau: 1.638116 beta: 31.11525 diff 0.0001400513 Iteration: 19 ELBO: -94804.55 tau: 1.637654 beta: 33.98934 diff 0.0001180404 After 20 iteration ends!
R[write to console]: Factor 8 retained!
Iteration: 1 ELBO: -95604.56 tau: 1.666958 beta: 1.875905 diff Inf Iteration: 2 ELBO: -94715.32 tau: 1.670767 beta: 2.250608 diff 0.009301156 Iteration: 3 ELBO: -94436.05 tau: 1.677019 beta: 2.835637 diff 0.002948568 Iteration: 4 ELBO: -94241.76 tau: 1.682814 beta: 3.614042 diff 0.002057365 Iteration: 5 ELBO: -94094.25 tau: 1.686684 beta: 4.602877 diff 0.001565287 Iteration: 6 ELBO: -93975.78 tau: 1.689122 beta: 5.824128 diff 0.001258956 Iteration: 7 ELBO: -93877.5 tau: 1.690676 beta: 7.299287 diff 0.001045815 Iteration: 8 ELBO: -93794.52 tau: 1.691679 beta: 9.047325 diff 0.0008839344 Iteration: 9 ELBO: -93723.7 tau: 1.692322 beta: 11.08314 diff 0.0007550222 Iteration: 10 ELBO: -93662.85 tau: 1.69272 beta: 13.41659 diff 0.0006492611 Iteration: 11 ELBO: -93610.32 tau: 1.692941 beta: 16.05224 diff 0.0005608745 Iteration: 12 ELBO: -93564.78 tau: 1.693032 beta: 18.98972 diff 0.0004865191 Iteration: 13 ELBO: -93525.11 tau: 1.693028 beta: 22.22416 diff 0.0004239703 Iteration: 14 ELBO: -93490.38 tau: 1.692958 beta: 25.74646 diff 0.0003713217 Iteration: 15 ELBO: -93459.83 tau: 1.692844 beta: 29.54347 diff 0.0003267402 Iteration: 16 ELBO: -93432.87 tau: 1.692703 beta: 33.59827 diff 0.0002885268 Iteration: 17 ELBO: -93409.02 tau: 1.692543 beta: 37.89084 diff 0.0002552622 Iteration: 18 ELBO: -93387.92 tau: 1.692368 beta: 42.39909 diff 0.0002259061 Iteration: 19 ELBO: -93369.26 tau: 1.692177 beta: 47.10017 diff 0.0001997903 Iteration: 20 ELBO: -93352.78 tau: 1.691968 beta: 51.9717 diff 0.0001765168 Iteration: 21 ELBO: -93338.23 tau: 1.691739 beta: 56.99266 diff 0.0001558245 Iteration: 22 ELBO: -93325.4 tau: 1.69149 beta: 62.14374 diff 0.0001374883 Iteration: 23 ELBO: -93314.08 tau: 1.691221 beta: 67.40729 diff 0.0001212731 Iteration: 24 ELBO: -93304.1 tau: 1.690934 beta: 72.76699 diff 0.0001069316 After 25 iteration ends!
R[write to console]: Factor 9 retained!
Iteration: 1 ELBO: -94377.37 tau: 1.720187 beta: 1.912726 diff Inf Iteration: 2 ELBO: -93479.14 tau: 1.725018 beta: 2.262985 diff 0.0095174 Iteration: 3 ELBO: -93203.13 tau: 1.731624 beta: 2.810259 diff 0.002952667 Iteration: 4 ELBO: -93013.93 tau: 1.737368 beta: 3.534108 diff 0.002030011 Iteration: 5 ELBO: -92869.85 tau: 1.741162 beta: 4.450152 diff 0.001548932 Iteration: 6 ELBO: -92753.76 tau: 1.743617 beta: 5.578221 diff 0.001250079 Iteration: 7 ELBO: -92657.68 tau: 1.745213 beta: 6.937367 diff 0.001035831 Iteration: 8 ELBO: -92577.08 tau: 1.746223 beta: 8.544919 diff 0.0008698543 Iteration: 9 ELBO: -92508.92 tau: 1.746814 beta: 10.41533 diff 0.0007363278 Iteration: 10 ELBO: -92450.94 tau: 1.747103 beta: 12.55875 diff 0.0006267619 Iteration: 11 ELBO: -92401.39 tau: 1.747173 beta: 14.97986 diff 0.000535871 Iteration: 12 ELBO: -92358.91 tau: 1.747085 beta: 17.67726 diff 0.0004598013 Iteration: 13 ELBO: -92322.38 tau: 1.746884 beta: 20.64347 diff 0.0003955176 Iteration: 14 ELBO: -92290.93 tau: 1.746602 beta: 23.86528 diff 0.0003406517 Iteration: 15 ELBO: -92263.85 tau: 1.746261 beta: 27.32434 diff 0.0002934074 Iteration: 16 ELBO: -92240.56 tau: 1.745876 beta: 30.99785 diff 0.0002524412 Iteration: 17 ELBO: -92220.56 tau: 1.745459 beta: 34.85934 diff 0.0002167549 Iteration: 18 ELBO: -92203.45 tau: 1.745019 beta: 38.87972 diff 0.0001856144 Iteration: 19 ELBO: -92188.83 tau: 1.744563 beta: 43.02837 diff 0.0001584833 Iteration: 20 ELBO: -92176.39 tau: 1.744096 beta: 47.27431 diff 0.0001349545 Iteration: 21 ELBO: -92165.82 tau: 1.743623 beta: 51.58729 diff 0.0001146852 After 22 iteration ends!
R[write to console]: Factor 10 zeroed out!
[SoftImpute] Max Singular Value of X_init = 514.191129 [SoftImpute] Iter 1: observed MAE=0.006666 rank=943 [SoftImpute] Iter 2: observed MAE=0.006578 rank=943 [SoftImpute] Iter 3: observed MAE=0.006578 rank=943 [SoftImpute] Iter 4: observed MAE=0.006579 rank=943 [SoftImpute] Iter 5: observed MAE=0.006579 rank=943 [SoftImpute] Iter 6: observed MAE=0.006579 rank=943 [SoftImpute] Iter 7: observed MAE=0.006580 rank=942 [SoftImpute] Iter 8: observed MAE=0.006580 rank=941 [SoftImpute] Iter 9: observed MAE=0.006580 rank=940 [SoftImpute] Iter 10: observed MAE=0.006580 rank=937 [SoftImpute] Iter 11: observed MAE=0.006580 rank=936 [SoftImpute] Iter 12: observed MAE=0.006580 rank=935 [SoftImpute] Iter 13: observed MAE=0.006580 rank=934 [SoftImpute] Iter 14: observed MAE=0.006580 rank=931 [SoftImpute] Iter 15: observed MAE=0.006579 rank=929 [SoftImpute] Iter 16: observed MAE=0.006579 rank=928 [SoftImpute] Iter 17: observed MAE=0.006579 rank=927 [SoftImpute] Iter 18: observed MAE=0.006579 rank=924 [SoftImpute] Iter 19: observed MAE=0.006578 rank=921 [SoftImpute] Iter 20: observed MAE=0.006578 rank=921 [SoftImpute] Iter 21: observed MAE=0.006577 rank=919 [SoftImpute] Iter 22: observed MAE=0.006577 rank=915 [SoftImpute] Iter 23: observed MAE=0.006576 rank=914 [SoftImpute] Iter 24: observed MAE=0.006575 rank=912 [SoftImpute] Iter 25: observed MAE=0.006575 rank=910 [SoftImpute] Iter 26: observed MAE=0.006574 rank=908 [SoftImpute] Iter 27: observed MAE=0.006573 rank=906 [SoftImpute] Iter 28: observed MAE=0.006572 rank=904 [SoftImpute] Iter 29: observed MAE=0.006571 rank=901 [SoftImpute] Iter 30: observed MAE=0.006570 rank=898 [SoftImpute] Iter 31: observed MAE=0.006569 rank=897 [SoftImpute] Iter 32: observed MAE=0.006569 rank=895 [SoftImpute] Iter 33: observed MAE=0.006568 rank=893 [SoftImpute] Iter 34: observed MAE=0.006567 rank=890 [SoftImpute] Iter 35: observed MAE=0.006566 rank=888 [SoftImpute] Iter 36: observed MAE=0.006565 rank=886 [SoftImpute] Iter 37: observed MAE=0.006564 rank=884 [SoftImpute] Iter 38: observed MAE=0.006563 rank=882 [SoftImpute] Iter 39: observed MAE=0.006562 rank=880 [SoftImpute] Iter 40: observed MAE=0.006560 rank=878 [SoftImpute] Iter 41: observed MAE=0.006559 rank=876 [SoftImpute] Iter 42: observed MAE=0.006558 rank=874 [SoftImpute] Iter 43: observed MAE=0.006557 rank=872 [SoftImpute] Iter 44: observed MAE=0.006556 rank=871 [SoftImpute] Iter 45: observed MAE=0.006555 rank=869 [SoftImpute] Iter 46: observed MAE=0.006554 rank=867 [SoftImpute] Iter 47: observed MAE=0.006553 rank=865 [SoftImpute] Iter 48: observed MAE=0.006551 rank=862 [SoftImpute] Iter 49: observed MAE=0.006550 rank=861 [SoftImpute] Iter 50: observed MAE=0.006548 rank=858 [SoftImpute] Iter 51: observed MAE=0.006547 rank=858 [SoftImpute] Iter 52: observed MAE=0.006546 rank=856 [SoftImpute] Iter 53: observed MAE=0.006545 rank=854 [SoftImpute] Iter 54: observed MAE=0.006544 rank=851 [SoftImpute] Iter 55: observed MAE=0.006542 rank=849 [SoftImpute] Iter 56: observed MAE=0.006541 rank=848 [SoftImpute] Iter 57: observed MAE=0.006539 rank=846 [SoftImpute] Iter 58: observed MAE=0.006538 rank=844 [SoftImpute] Iter 59: observed MAE=0.006537 rank=842 [SoftImpute] Iter 60: observed MAE=0.006535 rank=841 [SoftImpute] Iter 61: observed MAE=0.006534 rank=839 [SoftImpute] Iter 62: observed MAE=0.006533 rank=838 [SoftImpute] Iter 63: observed MAE=0.006531 rank=835 [SoftImpute] Stopped after iteration 63 for lambda=0.100000 Imputing row 1/943 with 1467 missing, elapsed time: 4.160 Imputing row 101/943 with 1638 missing, elapsed time: 5.673 Imputing row 201/943 with 1368 missing, elapsed time: 7.208 Imputing row 301/943 with 1463 missing, elapsed time: 8.708 Imputing row 401/943 with 1560 missing, elapsed time: 10.199 Imputing row 501/943 with 1625 missing, elapsed time: 11.700 Imputing row 601/943 with 1574 missing, elapsed time: 13.220 Imputing row 701/943 with 1652 missing, elapsed time: 14.734 Imputing row 801/943 with 1662 missing, elapsed time: 16.266 Imputing row 901/943 with 1582 missing, elapsed time: 17.772 [KNN] Warning: 33383/1586126 still missing after imputation, replacing with 0
res_df.to_csv("data/res_mae.csv")
plt.figure(figsize=(8,6))
res_df.boxplot()
plt.title("testing mean absolute errors of different impute methods")
plt.show()
from sklearn.manifold import MDS
embedding = MDS(n_components=2)
X_transformed = embedding.fit_transform(W)
X_transformed.shape
/Users/mirana/opt/anaconda3/lib/python3.8/site-packages/sklearn/manifold/_mds.py:299: FutureWarning: The default value of `normalized_stress` will change to `'auto'` in version 1.4. To suppress this warning, manually set the value of `normalized_stress`. warnings.warn(
(943, 2)
plt.scatter(X_transformed[:,0], X_transformed[:,1])
plt.show()
X_transformed
array([[ 1.66614323, -1.59332398],
[ 1.06587751, 1.1182573 ],
[-2.54001635, -0.59185064],
...,
[ 0.29455119, 0.31638587],
[-0.51946096, 0.51259036],
[-1.03858495, 2.9396354 ]])
position_list = list(set(user_df.occupation))
position_list
['programmer', 'scientist', 'lawyer', 'engineer', 'marketing', 'doctor', 'educator', 'healthcare', 'retired', 'executive', 'homemaker', 'student', 'administrator', 'librarian', 'technician', 'writer', 'other', 'artist', 'salesman', 'none', 'entertainment']
tech = [
'technician',
'scientist',
'healthcare',
'programmer',
'doctor',
'engineer',
]
art = [
'entertainment',
'artist',
'writer',
'lawyer',
'librarian',
'educator',
]
biz = [
'marketing',
'salesman',
'executive',
'administrator',
]
other = [
'homemaker',
'retired',
'other',
'none',
'student',
]
user_type_list = []
for each in user_df.occupation:
if each in tech:
user_type_list.append("tech")
elif each in art:
user_type_list.append("art")
elif each in biz:
user_type_list.append("biz")
else:
user_type_list.append("other")
user_df["user_type"] = user_type_list
user_df
| user_id | age | gender | occupation | zip_code | user_type | |
|---|---|---|---|---|---|---|
| 0 | 1 | 24 | M | technician | 85711 | tech |
| 1 | 2 | 53 | F | other | 94043 | other |
| 2 | 3 | 23 | M | writer | 32067 | art |
| 3 | 4 | 24 | M | technician | 43537 | tech |
| 4 | 5 | 33 | F | other | 15213 | other |
| ... | ... | ... | ... | ... | ... | ... |
| 938 | 939 | 26 | F | student | 33319 | other |
| 939 | 940 | 32 | M | administrator | 2215 | biz |
| 940 | 941 | 20 | M | student | 97229 | other |
| 941 | 942 | 48 | F | librarian | 78209 | art |
| 942 | 943 | 22 | M | student | 77841 | other |
943 rows × 6 columns
type_list = list(set(user_df.user_type))
type_list
['other', 'biz', 'tech', 'art']
from matplotlib import cm
def plot_position(X_transformed, method = "MDS"):
plt.figure(figsize=(8,6))
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
plt.legend()
plt.show()
plot_position(X_transformed)
plot_position(W[:, :2], method="top 2 factors")
gender_list = list(set(user_df.gender))
gender_list
['M', 'F']
def plot_gender(X_transformed, method = "MDS"):
plt.figure(figsize=(8,6))
colors = cm.get_cmap("Set1", len(gender_list))
i = 0
for gender in gender_list:
plt.scatter(X_transformed[user_df.gender==gender, 0], X_transformed[user_df.gender==gender, 1],
label=gender,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
plt.legend()
plt.show()
plot_gender(X_transformed)
plot_gender(W[:, :2], method="top 2 factors")
user_age_list = []
for each in user_df.age:
if each < 20:
user_age_list.append("teenager")
elif each < 30:
user_age_list.append("young")
elif each < 40:
user_age_list.append("middle")
elif each < 50:
user_age_list.append("strong")
else:
user_age_list.append("elder")
user_df["age_type"] = user_age_list
user_df
| user_id | age | gender | occupation | zip_code | user_type | age_type | |
|---|---|---|---|---|---|---|---|
| 0 | 1 | 24 | M | technician | 85711 | tech | young |
| 1 | 2 | 53 | F | other | 94043 | other | elder |
| 2 | 3 | 23 | M | writer | 32067 | art | young |
| 3 | 4 | 24 | M | technician | 43537 | tech | young |
| 4 | 5 | 33 | F | other | 15213 | other | middle |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 938 | 939 | 26 | F | student | 33319 | other | young |
| 939 | 940 | 32 | M | administrator | 2215 | biz | middle |
| 940 | 941 | 20 | M | student | 97229 | other | young |
| 941 | 942 | 48 | F | librarian | 78209 | art | strong |
| 942 | 943 | 22 | M | student | 77841 | other | young |
943 rows × 7 columns
age_type_list = list(set(user_df.age_type))
age_type_list
['elder', 'teenager', 'strong', 'young', 'middle']
def plot_age(X_transformed, method = "MDS"):
plt.figure(figsize=(8,6))
colors = cm.get_cmap("Set1", len(age_type_list))
i = 0
for age_type in age_type_list:
plt.scatter(X_transformed[user_df.age_type==age_type, 0], X_transformed[user_df.age_type==age_type, 1],
label=age_type,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
plt.legend()
plt.show()
plot_age(X_transformed)
plot_age(W[:, :2], method="top 2 factors")
from sklearn import manifold
n_neighbors = 30 # neighborhood which is used to recover the locally linear structure
n_components = 2 # number of coordinates for the manifold
params = {
"n_neighbors": n_neighbors,
"n_components": n_components,
"eigen_solver": "dense",
"random_state": 0,
}
isomap = manifold.Isomap(n_components=n_components, n_neighbors=n_neighbors)
X_isomap = embedding.fit_transform(W)
lle_hessian = manifold.LocallyLinearEmbedding(method="hessian", **params)
X_hessian = lle_hessian.fit_transform(W)
lle_mod = manifold.LocallyLinearEmbedding(method="modified", **params)
X_mod = lle_mod.fit_transform(W)
eigenmap = manifold.SpectralEmbedding(n_components=n_components, n_neighbors=n_neighbors)
X_eigenmap = embedding.fit_transform(W)
t_sne = manifold.TSNE(
n_components=n_components,
perplexity=50,
early_exaggeration=10,
init="random",
n_iter=250,
random_state=0,
)
X_tsne = t_sne.fit_transform(W)
/Users/mirana/opt/anaconda3/lib/python3.8/site-packages/sklearn/manifold/_mds.py:299: FutureWarning: The default value of `normalized_stress` will change to `'auto'` in version 1.4. To suppress this warning, manually set the value of `normalized_stress`. warnings.warn( /Users/mirana/opt/anaconda3/lib/python3.8/site-packages/sklearn/manifold/_mds.py:299: FutureWarning: The default value of `normalized_stress` will change to `'auto'` in version 1.4. To suppress this warning, manually set the value of `normalized_stress`. warnings.warn(
print(X_isomap.shape)
print(X_hessian.shape)
print(X_mod.shape)
print(X_eigenmap.shape)
print(X_tsne.shape)
(943, 2) (943, 2) (943, 2) (943, 2) (943, 2)
plot_position(X_isomap, method="isomap")
plot_position(X_hessian, method="hessian lle")
plot_position(X_mod, method="modified lle")
plot_position(X_eigenmap, method="laplacian eigenmap")
plot_position(X_tsne, method="t SNE")
plot_gender(X_isomap, method="isomap")
plot_gender(X_hessian, method="hessian lle")
plot_gender(X_mod, method="modified lle")
plot_gender(X_eigenmap, method="laplacian eigenmap")
plot_gender(X_tsne, method="t SNE")
plot_age(X_isomap, method="isomap")
plot_age(X_hessian, method="hessian lle")
plot_age(X_mod, method="modified lle")
plot_age(X_eigenmap, method="laplacian eigenmap")
plot_age(X_tsne, method="t SNE")
def multiple_plot_position(X_list):
# 做图对比
fig = plt.figure(figsize=(12,12))
ax1 = fig.add_subplot(321)
method = "top 2 factors"
X_transformed = X_list[2]
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
plt.legend()
ax2 = fig.add_subplot(322)
method = "MDS"
X_transformed = X_list[0]
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
ax3 = fig.add_subplot(323)
method = "isomap"
X_transformed = X_list[1]
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
ax4 = fig.add_subplot(324)
method = "modified lle"
X_transformed = X_list[3]
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
ax5 = fig.add_subplot(325)
method = "laplacian eigenmap"
X_transformed = X_list[4]
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
ax6 = fig.add_subplot(326)
method = "tSNE"
X_transformed = X_list[5]
colors = cm.get_cmap("Set1", len(type_list))
i = 0
for position in type_list:
plt.scatter(X_transformed[user_df.user_type==position, 0], X_transformed[user_df.user_type==position, 1],
label=position,
c=[colors(i)])
i += 1
plt.title("Visualization using reduced data with "+method)
plt.grid()
plt.show()
multiple_plot_position([
X_transformed,
X_isomap,
W[:, :2],
X_mod,
X_eigenmap,
X_tsne
])
